diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a57f7b6dc9de7634fd6a0ab00daf923a8d6e52eb..359bee660ae920583c1a1214cbe7cd4803684d3b 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": "20260528T180037Z", - "generated_at": "2026-05-28T18:13:49Z", + "snapshot_id": "20260529T000037Z", + "generated_at": "2026-05-29T00:10:48Z", "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 d5e3e2f2f9f3c9d158632e499f7db731f9820497..27f85da4ae27ed7833a2e99222d0f747c74e6598 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": "20260528T180037Z", - "generated_at": "2026-05-28T18:13:49Z", + "snapshot_id": "20260529T000037Z", + "generated_at": "2026-05-29T00:10:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -96,8 +96,8 @@ "issue:43975|issue:44457", "issue:43039|issue:45161", "issue:44292|issue:44457", - "issue:24643|issue:30277", "issue:34928|issue:44805", + "issue:24643|issue:30277", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -106,14 +106,14 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:43828|issue:45161", "issue:34928|issue:41720", + "issue:43828|issue:45161", "issue:44918|issue:45161", "issue:43828|issue:44292", "issue:43716|issue:45685", "issue:43541|issue:43716", - "issue:43716|issue:44292", "issue:44292|issue:44918", + "issue:43716|issue:44292", "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -126,8 +126,8 @@ "issue:34928|issue:36010", "issue:45237|issue:46015", "issue:43039|issue:44805", - "issue:39290|issue:41720", "issue:41762|issue:43596", + "issue:39290|issue:41720", "issue:45237|issue:45901", "issue:43901|issue:44512", "issue:44841|issue:45823", @@ -138,442 +138,406 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "8a7ef66821dd624abf68f90222d32536212edf9c3c22825fa8d91b36b542ab26", + "prepared_review_unit_hash": "eb1baea50d2d8ec3dc1cf8479a2d4b6daf0f047442d0c8472c07a8bef259112a", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48411, - "estimated_input_tokens": 12103, - "estimated_eval_tokens": 24462 + "serialized_chars": 48406, + "estimated_input_tokens": 12102, + "estimated_eval_tokens": 24460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few real duplicate subgroups: ZeRO-3 empty-index loading failures, Qwen3_5Moe rotary-embedding materialization bugs, and an AutoTokenizer wrong-token-ID regression. For the tokenizer subgroup, 45920 is the safer anchor because it is the broader multi-model report; 45812 is a narrower Granite-specific instance.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the broadest tokenizer-regression report in the packet, covering multiple model families with the same wrong-token-ID symptom; issue:45812 is a narrower Granite-specific example, so it is better treated as a duplicate/reproduction than the canonical anchor.", + "summary": "Mostly unrelated reports. The solid duplicate clusters are the ZeRO-3 index-0 trio, the Qwen3.5 MoE rotary-embedding pair, and the AutoTokenizer v5 regression pair. The v5 docs issues are related cleanup but not clearly the same bug or one mergeable fix, so they should not be merged as a duplicate pair.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the broadest ZeRO-3 index-0 out-of-bounds report and best umbrella for the 41762/43638 instances.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue anchor because it captures the broad multi-model AutoTokenizer regression while remaining concrete enough to represent the shared bug across the tokenizer subgroup.", + "best_issue_reason": "issue:43596 is the strongest global issue choice because it represents the clearest multi-report duplicate cluster in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure modes: config attribute error vs streaming API crash." + "reason": "Different model family and different failure mode." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend failures; no shared concrete bug path." + "reason": "Both are GPU/backend-related, but the concrete bugs and code paths differ." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bugs: image preprocessor dtype mismatch vs AMD GPU failure." + "reason": "Multimodal dtype mismatch vs AMD GPU device-mapping failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/backend-related at a high level, but the concrete failure paths differ." + "reason": "Different autocast dtype bug, not the same device-mapping issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPU/platform issue vs invalid method call in a different model." + "reason": "Unrelated model/backend failures." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Unrelated symptoms and models." + "reason": "Different model/runtime error; no shared concrete bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "DeepSpeed collectives mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Export bug vs FineGrainedFP8 failure; different code paths." + "reason": "ONNX export bug vs FineGrainedFP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and failure signatures." + "reason": "Different subsystems: ONNX export vs auto device-mapping assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different topics: table QA crash vs outdated RAG examples." + "reason": "Task crash vs outdated docs; not the same issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they target different removed items." + "reason": "Related v5 docs cleanup, but they target different removed references and are not clearly one mergeable fix." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export and GenerationMixin import error are unrelated." + "reason": "ONNX export regression vs GenerationMixin import breakage." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as device-map forward mismatch." + "reason": "Different model families and different device-mismatch symptoms." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different problems: trainer embedding unpacking vs resume/trust-remote-code training." + "reason": "Qwen3.5 embedding unpacking vs training-resume/trust_remote_code issue." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different errors: ZeRO-3 empty tensor index vs mask/index shape mismatch." + "reason": "ZeRO-3 index error vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different training/loading bugs." + "reason": "Different failure modes and unrelated code paths." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-like, but the failing paths are different." + "reason": "Different errors: ZeRO-3 index OOB vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch is unrelated to GPT-OSS TP failure." + "reason": "Different problem domains." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl StopIteration vs training resume issue are unrelated." + "reason": "Video StopIteration bug vs training-resume/trust_remote_code issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different training/loading bugs." + "reason": "Different problem entirely; no shared bug signature." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different tensor-shape versus trainer embedding issues." + "reason": "Different tensor-shape bugs in different training paths." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression vs resume-training failure." + "reason": "Config-field regression vs training-resume issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice preset bug is unrelated to ONNX export." + "reason": "BarkProcessor voice-preset bug vs ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures; one is collectives, the other is empty-tensor indexing." + "reason": "Different DeepSpeed symptoms and different model paths." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading bug on BERT-family models." + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model loading." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression is unrelated to LoRA merge/save inconsistency." + "reason": "Tokenizer detokenization regression vs LoRA merge/save mismatch." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different bugs: Liger kernel path vs GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS TP-only failure." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime issue vs LoRA merge/save inconsistency." + "reason": "Different model/runtime error versus LoRA save/load inconsistency." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete errors and code paths differ." + "reason": "Activation-checkpointing/FSDP mismatch vs mask shape mismatch." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Checkpointing/FSDP recompute mismatch is not the same as mask/tensor indexing error." + "reason": "Different DeepSpeed-related errors and different model setups." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug around device/materialization handling of inv_freq." + "reason": "Same Qwen3.5 MoE rotary-embedding bug around inv_freq/materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different model-loading and tensor-parallel failures." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "Activation checkpointing/FSDP bug is unrelated to CustomTrainer signature change." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are v5 docs cleanup, but they refer to different removed docs surfaces." + "reason": "ZeRO-3 index error vs GPT-OSS tensor-parallel issue." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Different models and different bugs." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Different backends and failure mechanisms." + "reason": "Device-mismatch forward bug vs expensive reverse-embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch compatibility issue is unrelated to NVFP4 runtime error." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS TP failure." + "reason": "Torch version incompatibility vs Qwen-3-8B-NVFP4 runtime error." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Trainer embedding unpacking and GPT-OSS TP failure are different bugs." + "reason": "FSDP checkpointing bug vs auto device-mapping assert." }, { - "left": "issue:43716", + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime paths; only both touch alternate backends." + "reason": "Different backend-specific dtype/device problems." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Different models and failure surfaces." + "reason": "Different models and different failure modes." }, { - "left": "issue:43716", + "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model families and error types." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "No shared underlying bug beyond broad model inference failures." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call vs MPS int histogram backend limitation." + "reason": "Autocast dtype mismatch vs NVFP4 runtime failure." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different code paths: Liger kernel vs TRL SFT embedding unpacking." + "reason": "Different subsystems and no shared concrete bug." }, { "left": "issue:41762", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 empty-index loading bug, with different BERT-family reproductions." + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model loading." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Docs cleanup for different removed features, not the same issue." + "reason": "Both are docs issues, but they target different stale references." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model/runtime failures." + "reason": "Unrelated multimodal dtype mismatch vs video StopIteration." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different backend-specific failures." + "reason": "Different backend-specific dtype/device problems." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Unrelated bugs." + "reason": "Different model families and different error classes." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy call vs autocast dtype mismatch are unrelated." + "reason": "Same broad subsystem, but different concrete bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature regression are separate issues." + "reason": "DeepSpeed collective mismatch vs custom trainer signature breakage." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP bug is unrelated to GenerationMixin import breakage." + "reason": "Activation-checkpointing/FSDP bug vs GenerationMixin import error." }, { "left": "issue:45237", - "right": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "Different tasks and different bug surfaces." + "reason": "GPU support problem vs outdated docs/examples." }, { "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Different failures with no shared root cause." - }, - { - "left": "issue:39290", - "right": "issue:41720", + "right": "issue:44560", "accept": false, - "reason": "Different model-specific errors: missing config attribute vs cuda assert." + "reason": "Different bugs in different model paths." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same ZeRO-3 empty-index loading bug, with Gemma3 and BertModel as reproductions." + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific runtime failures." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and different bug surfaces." + "reason": "GPU support problem vs table QA crash." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both docs-related, but one is about return_all_scores and the other about removed run command." + "reason": "Different outdated-docs topics; not the same concrete fix." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure and device-map forward mismatch are different bugs." + "reason": "Processor failure vs Gemma4 device-mismatch bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different subsystems and symptoms." + "reason": "Different model-path bugs; same general area only." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Repeated pair, still unrelated: config attribute vs cuda assert." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 empty-index loading bug; duplicate of the earlier BERT-family reports." + "reason": "Tokenizer detokenization regression vs docs/examples cleanup." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID regression across multiple model families." + "reason": "Same v5 tokenizer-ID regression affecting AutoTokenizer across model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading issue is unrelated to outdated examples." + "reason": "NemotronH checkpoint-loading failure vs outdated docs/examples." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs model implementation loading failure are not the same bug." + "reason": "Checkpoint corruption vs checkpoint-loading implementation bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Different runtime inference failure vs docs cleanup." + "reason": "Model runtime failure vs docs/examples cleanup." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly cautious, but the canonical/best issue choice is not well grounded: issue:45812 is Granite-specific, while issue:45920 is the broader multi-model tokenizer-regression report. Calling 45812 \"model-agnostic\" and \"the broadest, most general\" overstates the evidence in the packet. A few duplicate subgroups are plausible, but the anchor selection needs to be more conservative." + "feedback": "Most of the conservative calls are grounded (the ZeRO-3 index-0 trio, the Qwen3.5 MoE rotary-embedding pair, and the AutoTokenizer v5 regression pair). However, the docs verdict `issue:44509` vs `issue:44512` is too broad for the evidence in the packet: one is about removed pipeline-task references, the other about the removed run command. The titles show related v5 docs cleanup, but not clearly the same bug or a single mergeable fix, so calling it a clear duplicate pair overstates the evidence. The summary should be toned down accordingly." }, "evaluator_used": true, "retried": true, @@ -646,12 +610,12 @@ "soft_pairs": [ "issue:39290|issue:43531", "issue:43792|issue:45901", + "issue:43425|issue:45070", "issue:43854|issue:43866", "issue:41093|issue:43638", - "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43975|issue:45901", "issue:43792|issue:45070", + "issue:43975|issue:45901", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", @@ -677,275 +641,275 @@ "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:45542|issue:45800", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", "issue:43645|issue:45399", "issue:45632|issue:45698", - "issue:43404|issue:45005", - "issue:40990|issue:44960" + "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "233905b7780437cb7cede57bd9efa2855045b9546a268b9d050517e871145f26", + "prepared_review_unit_hash": "965db4567e5a3013d023ce59658db7ee9c37bff92b3c1b0c52265b5f92696dd2", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39129, - "estimated_input_tokens": 9783, - "estimated_eval_tokens": 19822 + "serialized_chars": 39133, + "estimated_input_tokens": 9784, + "estimated_eval_tokens": 19824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster; it\u2019s a loose collection of unrelated Transformers issues with only superficial title similarity. No clear canonical issue/PR emerges.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs across models, loaders, quantization, distributed training, and API behavior.", + "summary": "This cluster is largely heterogeneous transformers regression reports and model-specific bugs. None of the proposed soft pairs look like the same underlying issue closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the cluster lacks one underlying bug; the nearest matches are still only broad-similarity neighbors.", + "best_issue_reason": "Issue 45698 is the best single issue candidate because it is open, concrete, and describes a specific reproducible from_pretrained/custom-module loading bug with a clear code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different models and different failure modes." + "reason": "Both mention sliding-window behavior, but one is Gemma3/vLLM attribute access and the other is Qwen3-MoE config handling; different models, different failure modes, not the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Completely unrelated: Whisper loading/run failure vs table-question-answering crash." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated subsystems and error signatures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Both are version compatibility complaints, but one is torch/transformers incompatibility and the other is a pydantic PretrainedConfig regression; different concrete problems." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and symptoms; one is a unit-test load issue, the other a corrupted checkpoint." + "reason": "PaddleOCR-VL load failure and Ovis2 checkpoint corruption are distinct model-loading issues with different causes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are zero3-related index errors, but the concrete errors and code paths differ." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "General compatibility complaint vs a pydantic PretrainedConfig regression; not the same bug." + "reason": "Both are index-out-of-bounds/deepspeed-related, but one is a mask shape mismatch and the other is a BertModel zero3 initialization failure; not clearly the same code path." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different problems: DeepSpeed zero3/Bert index error vs torch/transformers version incompatibility." + "reason": "Zero3/Bert initialization failure and torch 2.4.1 vs transformers 5.8.0 incompatibility are different problems." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Different features entirely: detokenization bug vs table QA task crash." + "reason": "Whisper runtime failure and pydantic config regression are unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "No shared underlying bug; Whisper runtime failure and pydantic config breakage are unrelated." + "reason": "DeepSeek detokenization bug and table-question-answering crash do not share the same underlying failure." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family and chat API, but the failures are not clearly the same concrete code-path bug." + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming API failure are both Qwen-related, but the symptoms and runtime paths differ enough that this is not the same concrete bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unrelated model-load failure vs table-question-answering crash." + "reason": "Qwen-3-8B-NVFP4 runtime error and table-question-answering crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma-related models, but one is a sliding_window config issue and the other is a device mismatch." + "reason": "Gemma3/vLLM sliding-window attribute error and Gemma4 PLE device mismatch are different model families and distinct issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and MPS histogram issue are unrelated." + "reason": "Qwen3.5 streaming API failure and MPS histogram kernel error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint; different root causes." + "reason": "Tied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are different bugs." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different failures in different subsystems; grouped_mm tracing is not the same as an MPS Int histogram error." + "reason": "Mixtral torch-dynamo grouped_mm failure and MPS int histogram failure are separate backend/model issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both mention dtype-related problems, but they are different models and distinct execution paths." + "reason": "Both are dtype/backend runtime errors, but one is torch dynamo tracing on Mixtral float32 and the other is autocast mismatch on Phi-tiny-MoE; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and non-template-node compile error are unrelated." + "reason": "Voxtral processor failure and non-template node compile error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "ImportError for GenerationMixin and Gemma3/vLLM sliding-window attribute error are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version incompatibility vs device mismatch; not the same underlying bug." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different concrete failures." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index-out-of-bounds style errors, but the tensors, models, and trigger conditions differ." + "reason": "Both are index errors, but one is a mask length mismatch and the other is a zero-sized tensor during Gemma3 ZeRO-3 loading; different paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both concern config changes in v5, but one is pad_token_idx and the other is pydantic PretrainedConfig handling." + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig regression are not the same issue." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and problems: PaddleOCR-VL loading vs GGUF/gpt-oss support." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different feature/compatibility topics." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are not the same bug." + "reason": "Mixtral dynamo tracing error and GPT-OSS MoE tensor-parallel issue are both MoE-related but clearly different code paths and symptoms." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "OOM under int4 quantization and tied-weights translation-model issues are unrelated." + "reason": "Int4 memory regression and tied-weights translation-model regression are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and code paths: autocast dtype mismatch vs streaming chat API failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are different bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and pydantic field regression are separate config/load issues." + "reason": "init_empty_weights unexpected argument and pydantic PretrainedConfig regression are different API breakages." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS support request and Qwen3.5 streaming chat failure are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers incompatibility are different classes of issues." + "reason": "remote_code breakage and torch/transformers incompatibility are distinct versioning problems." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding_window bug and pydantic config-field breakage do not share a concrete code path." + "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different runtime failures: torch dynamo grouped_mm vs missing Float8 storage object." + "reason": "Mixtral dynamo grouped_mm error and Float8 storage lookup failure are separate runtime/backend issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both mention zero-size/index errors, but one is mask shape mismatch and the other is a different zero3/Bert loading failure." + "reason": "Both are index errors under ZeRO-3-like conditions, but the reported shapes and model/setup differ; no clear same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one reports worse embeddings and the other nonsensical pipeline output; not enough to confirm the same bug." + "reason": "Siglip2 text embedding quality issue and siglip2 nonsensical AutoModel/pipeline results are related to the same model family but not the same concrete bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct issues." + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are both Qwen 3.5 multimodal-related, but they are different failure points." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers compatibility issue are unrelated." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3.5/TRL embedding unpacking." + "reason": "FSDP weight dimensionality and Qwen3.5 embedding unpacking under TRL SFT are unrelated." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5 SFT embedding issue are unrelated." + "reason": "Gemma3 image preprocessor dtype mismatch and Qwen3.5 input embedding unpacking are different model-specific bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity problem and GLM5 issue are different model behavior reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn fallback gating are different code paths." + "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom/remote model loading, but one is a cache-path collision and the other is loading the wrong custom module after save_pretrained." + "reason": "Both involve custom-module loading, but one is cache-path collision for trust_remote_code and the other is loading the wrong custom module after save_pretrained; similar area but not clearly the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the model families and failure modes differ too much to be the same bug." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "Completely unrelated: gpt-oss perplexity regression vs GLM5 issue." + "reason": "Mistral3 lm_head tying bug and translation-model tied-weights regression are related only at a high level; they are not the same concrete issue." } ] }, @@ -964,8 +928,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -1022,8 +986,8 @@ "issue:42915|issue:45399", "issue:44530|issue:45005", "issue:43873|issue:45005", - "issue:44360|issue:44512", "issue:44863|issue:45005", + "issue:44360|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", "issue:44492|issue:44512", @@ -1036,17 +1000,17 @@ "issue:41628|issue:45800", "issue:43950|issue:45902", "issue:43872|issue:44589", + "issue:43054|issue:45701", "issue:43866|issue:44403", "issue:41553|issue:43883", "issue:38175|issue:43054", "issue:45663|issue:45902", "issue:44910|issue:45859", - "issue:43054|issue:45701", "issue:41553|issue:43881", "issue:42947|issue:44387", + "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:43975|issue:45237", - "issue:43054|issue:43493", "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:42947|issue:43856", @@ -1054,247 +1018,229 @@ "issue:43881|issue:43883", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "27b865c65caf95e645b0382ae9b8d7e29d5a98bc5acc177f067003a59d29a26b", + "prepared_review_unit_hash": "38db3ecb9fd22a25268760d90c5b4677a8c173e496d4f15b939f42311125df30", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37581, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "serialized_chars": 37579, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the Transformers v5 non-persistent buffer regression; the rest are related-at-a-distance model/loading/quantization reports but not the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43950 is the clearest, most detailed report of the non-persistent-buffer regression, and issue:44534 is essentially the same bug described more generally.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only solid duplicate-like subcluster is the v5 non-persistent-buffer corruption / materialization regression around `from_pretrained()`; the rest are model-specific loading, quantization, tokenizer, or runtime failures that should remain separate. I\u2019m treating the Qwen3_5Moe `43950`/`45902` link conservatively because the packet does not fully prove they are the same duplicate bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43950 is the strongest canonical candidate because it most clearly describes the broad v5 non-persistent-buffer corruption regression and best matches the other confirmed buffer-loading report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the one true duplicate pair in this cluster and has the strongest problem description and reproduction context.", + "best_issue_reason": "43950 is the best representative of the only clear issue subcluster here: the Transformers v5 non-persistent-buffer / materialization corruption bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different problems: FP8 config failure in Qwen3MoE vs flash-attn2 fallback being blocked by checks." + "reason": "Different bugs: Qwen3Moe FP8 config failure vs flash-attn2 fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weights handling in translation models." + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs translation tied-weights regression." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different code path from v5 tied-weights issues." + "reason": "Quantization/offloading issue vs tied-weights handling; not the same bug." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to docs mentioning a removed CLI command." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + "reason": "Unrelated: DSA indexer discussion vs a documentation typo." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL is a different failure than GraniteMoEHybrid calling an invalid method." + "reason": "Different models and code paths: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and a Qwen-3 NVFP4 runtime error are distinct bugs." + "reason": "Different model/output issues: detokenization bug vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to a removed docs command." + "reason": "Cache-strategy typo and removed run-command docs are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 execution failure and GraniteMoEHybrid invalid method are separate issues." + "reason": "Different concrete failures in different model families." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers registered with persistent=False get corrupted/junk values on load." + "reason": "Same underlying v5 non-persistent-buffer corruption regression; the titles and symptoms align closely." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example errors for SigLIP2 are not the same as a broader text-embedding quality complaint." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is an embedding-quality regression." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." + "reason": "Remote-code config field loss is a different bug from buffer corruption." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both mention Qwen3.5, but one is a dtype mismatch under autocast and the other is an RLHF NaN/SDPA fallback issue." + "reason": "Different runtime problems: autocast dtype mismatch vs Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer compute_loss API mismatch is unrelated to Gemma3 loading with ZeRO-3." + "reason": "CustomTrainer loss signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Missing AutoImageProcessor import and torch/transformers version incompatibility are not the same bug." + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffers/materialization, but one is a from_pretrained regression and the other is a Qwen3_5Moe rotary embedding uninitialized-memory bug." + "reason": "Related symptom class, but the packet does not clearly establish the same duplicate bug: 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory report after `meta -> to_empty(cuda)`, while 43950 is the broader non-persistent-buffer corruption regression." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params argument incompatibility is different from a Float8 storage lookup failure." + "reason": "Both are quantization/storage-related, but they are different TypeErrors affecting different backends." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs broad tokenization change regression are different problems." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted Ovis2 checkpoint is not the same as a generic loading-noise complaint." + "reason": "Checkpoint corruption and generic load noise are not the same underlying bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to missing all_tied_weights_keys on Molmo." + "reason": "Bad Voxtral AutoTokenizer error message is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Zero probabilities in SigLIP2 and worse text embeddings are related model-quality reports but not the same concrete defect." + "reason": "Both are SigLIP2-related, but the reported symptoms are too different to safely treat as one bug." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuild and Qwen3_5Moe inv_freq uninitialized memory are separate model-specific bugs." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe buffer initialization." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence misinterpretation and CPU-offload incompatibility in rotary embedding are different failures." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality regression is not the same as a general tokenization-version change report." + "reason": "Different Qwen3.5 issues: flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error handling and glm-4v-9b loading failure are unrelated." + "reason": "Voxtral tokenizer error-message bug and glm-4v-9b load failure are unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness is a different issue from int4 quantization memory growth/OOM." - }, - { - "left": "issue:44403", - "right": "issue:44451", - "accept": false, - "reason": "Generic loading noise is not the same as inability to load a specific model repo." - }, - { - "left": "issue:43975", - "right": "issue:45237", - "accept": false, - "reason": "DeepSeek detokenization regression and GPT-OSS-20B AMD GPU failure are unrelated." + "reason": "LoRA gradient-checkpointing issue is unrelated to int4 reserved-memory/OOM regression." }, { "left": "issue:43054", "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy/regression affecting embedding behavior." + }, + { + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "SigLIP2 text embedding quality and HF-vs-JAX implementation discrepancy are not the same report." + "reason": "Generic load noise and inability to load ScandiBERT are different failures." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same as a specific sleng-bert load failure." + "reason": "Same subsystem, but one is load noise while the other is a model-specific loading failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is too specific to merge with a broader remote_code breakage report." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and inefficient MoE memory usage are different problems." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Qwen3MoE FP8 config failure are unrelated." + "reason": "Remote-code config field loss is not the same as the broader remote_code breakage report." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are different model-specific bugs." + "reason": "Different model-loading errors with different root causes." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support in MoE is unrelated to Gemma4 PLE device mismatch under device_map=auto." + "reason": "MPS histogram limitation in MoE is unrelated to Gemma4 device-map mismatch." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43950/issue:44534, is well supported by the matching v5 non-persistent-buffer regression titles, and the rejected soft pairs are framed as distinct bugs without overstating certainty. No PR mergeability concerns apply here." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:43950 vs issue:45902. From the titles alone, 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory report after `meta -> to_empty(cuda)`, while 43950 is the broader `from_pretrained()` non-persistent-buffer corruption regression. They look related, but the packet does not clearly establish they are the same duplicate bug, so accepting that pair overstates the evidence. The 43950/44534 and 43054/43493 accepts are fine, but this one should be treated more conservatively." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1307,8 +1253,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -1321,7 +1267,6 @@ "issue:42915", "issue:42947", "issue:43257", - "issue:43366", "issue:43404", "issue:43638", "issue:43742", @@ -1353,267 +1298,275 @@ "issue:45081", "issue:45305", "issue:45313", + "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", "issue:45823", + "issue:45902", "issue:45923" ], "soft_pairs": [ + "issue:43782|issue:44960", "issue:44991|issue:45399", - "issue:42491|issue:44368", "issue:43824|issue:43872", + "issue:42491|issue:44368", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", - "issue:43782|issue:44960", "issue:43742|issue:45399", "issue:45020|issue:45356", "issue:43404|issue:43950", "issue:43638|issue:45823", "issue:42915|issue:45020", "issue:43827|issue:44509", - "issue:43792|issue:44220", "issue:43872|issue:44291", + "issue:43792|issue:44220", "issue:42915|issue:43872", "issue:43257|issue:43866", "issue:41553|issue:44991", - "issue:42947|issue:45923", + "issue:43257|issue:45305", "issue:36331|issue:41093", + "issue:42947|issue:45923", "issue:44928|issue:45588", "issue:43940|issue:45313", - "issue:43257|issue:45305", "issue:43854|issue:44863", "issue:43872|issue:45538", + "issue:41093|issue:44805", "issue:41553|issue:44488", "issue:44479|issue:44560", - "issue:41093|issue:44805", "issue:24643|issue:30064", "issue:44530|issue:44863", - "issue:43366|issue:43828" + "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "331e76db7a687030b5bd96fbc24fcfd54c12fb283e2eb0d7318c55b889d87155", + "prepared_review_unit_hash": "c79308a1a1f3eec0b32850fa6e7d9d8738272d2b787fdb1115cd4ec29088d659", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37049, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, but there are a few true duplicates: the v5 pipeline-docs regression, the `_is_hf_initialized` TypeError during model loading, and the mask/tensor shape-mismatch IndexError. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 41093 has the clearest concrete bug report for the shape-mismatch IndexError, and 44805 is just the generalized/placeholder version of the same failure.", + "summary": "Most pairs are near-matches only at the symptom level (model loading, checkpointing, tokenizer, or deepspeed issues) and are not the same underlying bug. The only clear duplicate is the docs regression around removed pipeline tasks; the `_is_hf_initialized` constructor bug also looks like the same compatibility issue.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s main theme: recent transformers-version regressions breaking model loading and remote-code compatibility.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41093 is the strongest representative runtime bug in this set: specific, reproducible, and duplicated by the generalized 44805 report.", + "best_issue_reason": "issue:45020 is the best cluster representative because it captures the widest, most central failure mode among these reports (version regressions causing model-loading breakage across models).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Different subsystems and failures: tokenizer loading vs flash-attn fallback gating." + "reason": "Both are model-specific failures, but the titles point to different models and different failure modes; no evidence of the same bug." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Related Qwen/LoRA wording, but one is a model-compatibility failure and the other is a warning about `tie_word_embeddings`; not the same bug." + "reason": "Tokenizer loading regression vs flash-attn fallback logic; same broad area, but not the same concrete issue." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing class vs bitsandbytes kwarg incompatibility; different failure modes." + "reason": "Import error for a missing VL class vs bitsandbytes Int8Params constructor incompatibility; unrelated root causes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention LoRA/tied embeddings in Qwen, but one is a version-compatibility break and the other is a warning about config tying; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code regression vs a Gemma4 device-mismatch bug; not the same underlying issue." + "reason": "Remote-code compatibility regressions vs a Gemma4 device-map mismatch; different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping-name edge case is unrelated to the remote_code regression." + "reason": "Tokenizer-mapping helper failure vs remote_code model loading regressions; related theme, but different bugs." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different code paths: autocast dtype mismatch vs device placement mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs device mismatch in Gemma4; both are runtime errors, but not the same underlying defect." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash is unrelated to flash-attn2 fallback checks." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL `weight_only` load error and GLM5 loading are different issues." + "reason": "Mistral tokenizer regex patch crash vs flash-attn fallback gating; different subsystems." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error is unrelated to flash-attn fallback logic." + "reason": "MobileLLM load failure vs flash-attn fallback checks; no shared concrete bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both mention recent-version regressions, but one is broad remote-code breakage and the other is a specific Kimi-K2.5 tokenizer regression." + "reason": "Remote_code breakage is broader; this one is a tokenizer-specific Kimi-K2.5 regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied `lm_head` weights and non-persistent buffer corruption are different bugs." + "reason": "Tied lm_head weights vs non-persistent buffer corruption; both are state-loading issues but not the same defect." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 index error with a non-pretrained Bert model is unrelated to the Gemma4 device mismatch." + "reason": "DeepSpeed ZeRO-3 index error in non-pretrained BERT vs Gemma4 device-map mismatch; unrelated." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 failure is unrelated to the remote_code tokenizer/model-loading regression." + "reason": "Both are compatibility regressions, but one is a Qwen3-MoE LoRA migration issue and the other is a broad remote_code loader breakage." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: v5 removed pipeline tasks, but the docs still reference them." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are too vague to confirm the same underlying bug." + "reason": "Both report the same docs regression: pipeline-task docs still reference tasks removed in v5." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same unexpected `_is_hf_initialized` TypeError during loading; one reports the bitsandbytes `Int8Params` path and the other the `init_empty_weights` path." + "reason": "Same underlying `_is_hf_initialized` compatibility bug during model/parameter initialization; the stack traces differ, but the constructor-kwarg problem matches." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs fbank feature-extraction issue; possible overlap in audio paths, but not enough to treat as the same bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different model/loading problems: Qwen3 MoE FP8 vs bitsandbytes init kwarg incompatibility." + "reason": "Qwen3-MoE migration issue vs bitsandbytes constructor incompatibility; different failure mechanisms." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight-loading issue is unrelated to the corrupted Ovis2 checkpoint report." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs a corrupted Ovis2 checkpoint; not the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer error-message quality issue vs a tokenizer loading failure for a different model." + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is a loading regression for EMBEDDIA/est-roberta." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Gradient-checkpointing effectiveness and missing support flag are related in theme but not the same concrete bug." + "reason": "Both involve training/loading behavior with Qwen3-family models, but one is missing weight conversion and the other is gradient averaging under GAS with DeepSpeed." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `compute_loss` kwarg and mask-shape IndexError are unrelated training failures." + "reason": "Trainer signature mismatch vs tensor mask/tensor shape mismatch; same kind of runtime error, different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA vs a missing supports_gradient_checkpointing flag on a trust_remote_code model; related area, not the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Catastrophic gradient explosion and flash-attn `s_aux=None` crash are different problems." + "reason": "RLHF NaN/SDPA fallback issue vs flash_attention crash on s_aux=None; both touch attention internals but are distinct defects." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed weight-loading issues, but they target different Qwen variants and symptoms; not enough to treat as one bug." + "reason": "Both are ZeRO-3 weight-loading failures for Qwen variants, but the titles indicate different models and targets; not enough to merge as one bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Model-loading failure for GLM-4.7-Flash vs NemotronH checkpoint incompatibility are unrelated." + "reason": "Model-loading failures, but for unrelated model families and likely unrelated causes." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Bitsandbytes kwarg error is unrelated to CLIPTokenizer's `model_max_length` default." + "reason": "bitsandbytes constructor regression vs CLIPTokenizer max-length value issue; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Two mask-shape IndexErrors, but the titles only show symptom similarity; no evidence they share the same root cause." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Bad error message for Voxtral tokenizer loading is unrelated to `cjvt/sleng-bert` not loading." + "reason": "Bad Voxtral tokenizer error message vs inability to load cjvt/sleng-bert; both tokenizer-related, but not the same bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but the affected models and failure signatures differ; not the same concrete bug." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same mask/tensor shape-mismatch IndexError; 44805 is the genericized duplicate of the exact error in 41093." + "reason": "Both concern video regressions in newer Qwen models, but one is a broad multi-model regression and the other is a specific StopIteration case; too little evidence to merge." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error and segmentation-map processing are unrelated." + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure; unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are different failures." + "reason": "PagedAttentionCache invalid group type on Qwen3.5 vs NemotronH checkpoint loading failure; different subsystems." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "GGUF gpt-oss support and autocast dtype mismatch are unrelated issues." + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Qwen3.5-MoE uninitialized-memory issue; different layers and root causes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicates are well supported by the titles/body patterns in the listed issues, and the rejected pairs avoid overstating weak similarity. No PR pairs are present, so there is no mergeability concern." + "feedback": "Grounded and conservative overall. The two accepted soft pairs are well supported by the packet: 43827/44509 are the same docs regression about removed pipeline tasks, and 43872/44291 are the same `_is_hf_initialized` compatibility/constructor-kwarg issue. The broader representative choice of 45020 is plausible given the cluster\u2019s theme of transformers-version loader regressions, and the rejected pairs are mostly cautious symptom-level non-matches." }, "evaluator_used": true, "retried": false, @@ -1629,8 +1582,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -1651,11 +1604,14 @@ "issue:43644", "issue:43645", "issue:43646", + "issue:43708", "issue:43720", "issue:43824", + "issue:43828", "issue:43950", "issue:43957", "issue:43994", + "issue:44075", "issue:44155", "issue:44451", "issue:44488", @@ -1673,263 +1629,287 @@ "issue:45030", "issue:45276", "issue:45313", - "issue:45325", "issue:45357", "issue:45584", "issue:45663", "issue:45685", "issue:45823", - "issue:45834", - "issue:45902" + "issue:45834" ], "soft_pairs": [ - "issue:45325|issue:45902", + "issue:43366|issue:43828", "issue:45663|issue:45823", "issue:43366|issue:43531", + "issue:44155|issue:45584", "issue:43950|issue:45834", "issue:44560|issue:45685", + "issue:43824|issue:43957", "issue:43550|issue:44910", + "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43366|issue:44589", - "issue:44560|issue:44918", - "issue:42915|issue:43957", "issue:42617|issue:43366", - "issue:43824|issue:43957", + "issue:44560|issue:44918", "issue:36010|issue:42915", "issue:44661|issue:45823", - "issue:43632|issue:45834", "issue:44560|issue:44805", + "issue:43632|issue:45834", "issue:38175|issue:43994", - "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:44877|issue:45030", "issue:43317|issue:44756", + "issue:43644|issue:44534", "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:43644|issue:44534", + "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:42915|issue:44756" + "issue:45313|issue:45357", + "issue:43708|issue:44075", + "issue:43644|issue:43645" ], - "prepared_review_unit_hash": "e1f931eabae8f43bc620cf9a1b1104d5ee597f14d6408426a53da1d74c5a1082", + "prepared_review_unit_hash": "959ec6f00bdf576e5fd45ea7df8072720939c019643583e38b258c7274f64572", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36681, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37795, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers regressions across loading, config, and model-specific inference bugs. Only a few pairs look like true duplicates: custom model initialization, non-persistent buffer corruption, SigLIP2 bad outputs, and the BERT loading regression affecting multiple models.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative issue in the cluster: it frames the shared Transformers v5 custom-model initialization regression in a generic way that can absorb the more specific notebook repro.", + "summary": "This set is not one single duplicate cluster; it contains several smaller pockets. The clearest duplicate pairs are around custom model initialization, non-persistent buffer corruption, SigLIP2 bad outputs, strict config-validation regressions, and BERT model loading regressions.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43646 is the broadest, clearest statement of a real regression in this set: custom model initialization breaks in Transformers v5, and it best represents the custom-model-init duplicate pocket.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best overall anchor because it is the clearest umbrella for the custom-init regression and is less model- or environment-specific than the nearby duplicates.", + "best_issue_reason": "43646 is the best overall issue representative because it is general, regression-focused, and cleanly captures the underlying bug without overfitting to a single environment like Jupyter.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Different bugs: Qwen2.5-VL temporal position scaling vs Qwen3_5Moe rotary embedding reading uninitialized memory after meta materialization." + "reason": "Different problems: GGUF gpt-oss support vs a Phi MoE dtype-mismatch failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 shared_kv_states KeyError vs device_map='auto' PLE device mismatch." + "reason": "Same model family, but different code paths: FSDP2 shared_kv rebuild vs device_map forward device mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated issues: GGUF support for gpt-oss vs a Qwen3-MoE sliding_window problem." + "reason": "Unrelated Qwen3-MoE sliding-window bug vs GGUF gpt-oss support request." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batching/token leak is a different bug from Whisper empty-transcription handling." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different code paths and symptoms: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + "reason": "Non-persistent buffer corruption is unrelated to a Kosmos2.5 long-OCR index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime bugs: Qwen3-VL video StopIteration vs MPS histogram not implemented for Int." + "reason": "Qwen3-vl video StopIteration and MPS histogram Int errors are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a missing class is not the same as meta-device loading failures." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different concrete failures: Bamba torch.compile+SDPA crash vs Qwen3.5 flash-attention illegal memory access from 3D position_ids." + "reason": "torch.compile+SDPA on Bamba and flash-attn illegal memory access on Qwen3.5 are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FP8/Qwen3MoE failure and meta-device loading regression are separate code paths." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0 custom-model initialization regression; the notebook wording is just a more specific reproduction." + "reason": "Same underlying v5 custom-model-initialization regression; one is just the notebook-specific wording." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: gpt-oss GGUF support request vs Float8 storage lookup error." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Different bugs: Qwen3-VL video StopIteration vs Qwen3.5 embedding unpacking failure in TRL SFT trainer." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Different regressions: Qwen3-MoE FineGrainedFP8Config failure vs generic meta-device loading issues." + "reason": "GGUF gpt-oss support is unrelated to Float8 storage lookup errors." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared underlying bug: 3d_parallel.py failure vs GGUF gpt-oss support." + "reason": "3d_parallel.py runtime issue is unrelated to GGUF model support." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different problems: missing export for Qwen2.5-VL class vs model loading with torch.device('meta')." + "reason": "Both are Qwen3.5-related, but one is a video StopIteration bug and the other is TRL SFT embedding unpacking." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Completely different: GenerationMixin import error vs Qwen3-MoE FP8 config failure." + "reason": "GenerationMixin import path break and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different areas: tokenizer mapping/add-new-model-like bug vs Gemma4 PLE forward device mismatch." + "reason": "Tokenizer-mapping/add-new-model-like failure is a different issue from Gemma4 PLE device mismatch." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR index error." + "reason": "Video StopIteration and mask/tensor shape mismatch are different failure modes." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Different symptoms and likely different causes: video StopIteration vs mask/tensor shape mismatch." + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error do not share the same root cause." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression: zero probabilities and nonsensical outputs point to the same bad inference/loading behavior." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Different model-specific bugs: AudioFlamingo3 batched leakage vs Whisper empty-transcription failure." + "reason": "Both report the same SigLIP2 checkpoint producing wrong/zero outputs with the same model family." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different issues: ZeRO-3 BertModel index error vs add-new-model-like/tokenizer-mapping failure." + "reason": "Zero3 Bert initialization index error and tokenizer-mapping failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: zero3 BertModel initialization index error vs tokenizer mapping validation issue." + "reason": "Zero3 Bert index error is not the same bug as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: tokenizer mapping logic vs mask shape mismatch at indexing time." + "reason": "Tokenizer mapping failure and mask-shape index error are unrelated." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Both mention config validation, but the affected models and failures are different; not enough to be the same bug." + "accept": true, + "reason": "Both point to the same strict config-validation regression preventing valid configs from loading." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different concerns: gpu+cpu offload dequantized load failure vs disabling mmap on Strix Halo to avoid OOM." + "reason": "gpu+cpu offload dequantized loading and Strix Halo mmap OOM are different load-path issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent buffer junk regression in Transformers v5." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 wrong outputs is a runtime/model bug; the docs issue also includes model/processor mismatch and quantization example errors." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different code paths: qwen3_moe LoRA incompatibility across versions vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Qwen3_moe hf4.x vs hf5.x incompatibility is unrelated to BitNet packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different runtime failures: auto device mapping cudaErrorAssert vs Qwen3-MoE FineGrainedFP8Config." + "reason": "Auto device mapping cuda assert on Qwen3 and FineGrainedFP8 failure on Qwen3Moe are different bugs." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated model bugs: GLM5 issue vs Qwen3.5 flash-attention generation failure." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and code paths." }, { "left": "issue:44451", "right": "issue:44488", "accept": true, - "reason": "Same loading regression class: both report current/latest Transformers failing to load specific BERT models." + "reason": "Both are the same current-version model loading regression affecting BERT-style models." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same bug: both report Transformers v5 filling non-persistent buffers with junk." + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe cross-version incompatibility is unrelated to Gemma4 token-embedding resize behavior." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: ZeRO-3 load failure for language_model vs incorrect visual encoder keys on save_pretrained." + "reason": "ZeRO-3 language_model weight loading and visual-encoder save_pretrained key regression are different Qwen3.5 issues." }, { - "left": "issue:44910", - "right": "issue:44918", + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD args not being used are separate training bugs." + }, + { + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Different Qwen3.5 problems: flash-attention misreading 3D position_ids vs TRL SFT embedding unpacking failure." + "reason": "Non-persistent buffer corruption and custom model initialization are different regressions, despite both being Transformers v5-related." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the accepted soft-edge pairs are conservative. The rejected pairs are also phrased cautiously and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet: it correctly treats the set as several smaller duplicate pockets rather than one cluster, and the accepted pairings are mostly conservative and supported by the issue titles. I don\u2019t see a clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1945,14 +1925,15 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:36010", "issue:39404", "issue:39692", + "issue:41720", "issue:42491", "issue:42947", "issue:43257", @@ -1961,26 +1942,25 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43644", - "issue:43645", - "issue:43708", "issue:43854", "issue:43856", "issue:43873", "issue:43931", "issue:43957", "issue:43994", - "issue:44075", "issue:44155", "issue:44164", "issue:44291", "issue:44292", "issue:44387", "issue:44402", + "issue:44479", "issue:44488", "issue:44756", + "issue:44877", "issue:44910", "issue:44912", + "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -2000,272 +1980,300 @@ "issue:46050" ], "soft_pairs": [ - "issue:43708|issue:44075", + "issue:44488|issue:44991", "issue:39692|issue:43994", "issue:45488|issue:45812", "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:43931", - "issue:43644|issue:43645", "issue:43856|issue:44387", - "issue:42491|issue:45292", - "issue:44488|issue:44991", - "issue:44910|issue:45588", "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", "issue:44164|issue:44291", + "issue:44910|issue:45588", "issue:45276|issue:45335", "issue:36010|issue:39404", + "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:45663|issue:45859", "issue:43873|issue:44387", - "issue:44155|issue:45823", "issue:44291|issue:44756", - "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:44155|issue:45823", "issue:44292|issue:44912", - "issue:44960|issue:46050", "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:45276|issue:45292", - "issue:43854|issue:45216" + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45588|issue:45663" ], - "prepared_review_unit_hash": "813553c9573c56a14ea9c10c98698b7aa6e8c4b1168ce41eb9cdc8167fd1961f", + "prepared_review_unit_hash": "7d4488c8761a421cfdc364586d8e5ddd4423c99ec6c1e15363329755b758cf2c", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37734, - "estimated_input_tokens": 9434, - "estimated_eval_tokens": 19124 + "soft_pair_count": 37, + "serialized_chars": 38943, + "estimated_input_tokens": 9736, + "estimated_eval_tokens": 19728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The only pair that looks like a true duplicate is the resize_token_embeddings regression affecting output embeddings in Gemma4/generic form (45276 and 45292).", - "confidence": 0.71, - "canonical_issue_reason": "issue:45276 is the most representative issue because it describes the broad resize_token_embeddings failure and includes the concrete affected model plus the shared output-embedding symptom.", + "summary": "Most items in this cluster are unrelated one-off model/runtime bugs. The only clear duplicate family is the resize_token_embeddings regression across Gemma4/T5Gemma, with 45292 as the broadest canonical report.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45292 is the most general description of the resize_token_embeddings regression; the Gemma4 and T5Gemma reports look like model-specific manifestations of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best single issue to keep: it is the clearest, most actionable representative of the resize_token_embeddings regression and has the strongest duplicate overlap with another item.", + "best_issue_reason": "issue:45292 best represents the shared embedding-resize failure while remaining broad enough to absorb the model-specific duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different training bugs: checkpoint resumption step \u0a97\u0aa3culation vs optimizer arguments being ignored." + "reason": "Different models and different tokenizer-loading failures; same general area, but not the same bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a broken documentation example while the other is a model/pipeline output regression." + "reason": "Both mention SigLIP2, but one is a docs/example problem with quantization errors and the other is a runtime correctness issue; not clearly the same underlying defect." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different failure modes." + "reason": "Both are tokenizer regressions, but they affect different model families and different code paths." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different models; no clear shared underlying bug." + "reason": "Distinct model-loading failures for different models; no clear shared root cause." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash loading." + "reason": "Qwen3 MoE weight conversion vs GLM-4.7 model loading are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is offloading not working under quantization." + "reason": "Both are memory/quantization-related, but the reported failures and triggers are different." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility across hf versions is not the same issue as a Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Both are Transformers 5 regressions, but one is non-persistent buffers and the other is notebook custom-model initialization." + "reason": "Different models and different failure modes; not the same bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related to memory, but the concrete problems differ: Qwen3 MoE training memory vs int4 quantization CUDA reservation/OOM." + "reason": "Both concern memory, but one is MoE training memory usage and the other is int4 reserved-memory/OOM regression." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Different problems: LoRA model compatibility versus token-embedding resize propagation." + "reason": "Separate models and separate crashes; not mergeable as one fix." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer/load failures, but the affected models and likely root causes differ." + "reason": "GLM5 issue and sinq save/load corruption are unrelated." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Different flash-attention crashes with different root causes and code paths." + "reason": "LoRA/qwen3_moe compatibility is unrelated to the resize_token_embeddings regression." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different runtime failures: chat invocation crash vs serve processor attribute error." + "reason": "Both are loading/saving internals, but the concrete failures differ and do not look like one bug." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Serialization extra_state handling is unrelated to init_empty_weights/_is_hf_initialized initialization." + "reason": "Both touch flash attention, but one is a 3D position_ids packed-sequence bug and the other is an s_aux=None AttributeError." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Same API area, but the affected models/fields differ enough that this looks model-specific rather than one concrete duplicate bug." + "accept": true, + "reason": "Same API regression: resize_token_embeddings fails to propagate updated embeddings/output weights across two model families." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track-leak are different problems." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "General Torch 2.10 incompatibility is not the same as meta-device model-loading breakage." + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different incompatibility classes." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern untied lm_head weights, but they appear to be separate model-specific bugs rather than one concrete duplicate." + "reason": "Both involve lm_head tying, but they are model-specific reports with different affected architectures and no clear shared bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation/example errors are unrelated to the GLM5 issue." + "reason": "SigLIP2 docs/runtime issue and GLM5 loading are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizer/vocab loading, but they are different models and likely different causes." + "reason": "Different model-loading/tokenizer issues; only superficial similarity." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/PEFT LoRA vs T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 KeyError in Gemma4 attention is unrelated to Qwen multimodal text_config unwrapping." - }, - { - "left": "issue:45663", - "right": "issue:45859", - "accept": false, - "reason": "Different model families and different offload/path failures." + "reason": "Different model families and different failure modes (FSDP2 attention KeyError vs composite config unwrap issue)." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading issues, but not the same bug or change." + "reason": "Both mention quantization/memory, but the concrete bug paths differ." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch." + "reason": "init_empty_weights argument handling vs mmap/OOM are unrelated." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Empty-weights initialization and Strix Halo mmap OOM are unrelated." + "reason": "Different Qwen3.5/Gemma4 problems in unrelated code paths." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state rebuilding." + "reason": "Audio batching token leak and Gemma4 device mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and different load failures; not the same underlying bug." + "reason": "Qwen3-VL weight-shape mismatch and MXFP4 fallback are different loading issues." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "GLM5 is unrelated to sinq save/load breakage." + "reason": "OOM under int4 quantization vs disabling mmap on Strix Halo are unrelated." }, { - "left": "issue:44387", + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are unrelated." + }, + { + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different OOM causes and different environments." + "reason": "Meta-device loading breakage and mmap/OOM are different failure modes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + "reason": "PEFT gradient checkpointing issue and eval-mode checkpointing restriction are not the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same resize_token_embeddings regression: output embeddings are not updated, with 45276 being the model-specific variant and 45292 the generic one." + "reason": "Same resize_token_embeddings regression; 45276 is a more specific instance of the broader issue in 45292." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading/save-pretrained issues affecting different models and versions." + "reason": "Different models and different loading regressions." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "General checkpointing/eval restriction vs Qwen3.5 SDPA math fallback/NaN gradient explosion are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 key error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The 45276/45292 duplicate call is well supported by the packet, and the other soft-edge rejections stay conservative without overstating evidence. The summary is mostly accurate; at most, 45276/45335 is a borderline similarity, but not enough in the packet to overturn the analyst\u2019s conservative split." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate family, 45276/45335 (with 45292 as canonical), is well supported by the issue titles and descriptions. The rejected pairs are generally framed cautiously with model- and failure-mode differences, without overstating shared root cause." }, "evaluator_used": true, "retried": false, @@ -2281,16 +2289,15 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:36032", "issue:39404", - "issue:41720", "issue:43257", - "issue:43381", + "issue:43299", "issue:43425", "issue:43452", "issue:43596", @@ -2300,12 +2307,13 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43856", "issue:43901", "issue:43906", + "issue:43931", "issue:43957", "issue:43994", "issue:44079", - "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2314,286 +2322,288 @@ "issue:44509", "issue:44530", "issue:44589", + "issue:44671", "issue:44683", + "issue:44737", "issue:44756", "issue:44805", "issue:44863", - "issue:44877", "issue:44898", "issue:44912", "issue:44918", - "issue:44928", + "issue:44991", + "issue:45081", "issue:45084", "issue:45292", "issue:45335", - "issue:45588", - "issue:45663", "issue:45684", "issue:45698", "issue:45701", "issue:45759", - "issue:45823" + "issue:45823", + "issue:45859" ], "soft_pairs": [ - "issue:43381|issue:44928", - "issue:44164|issue:44756", - "issue:44479|issue:44877", - "issue:45588|issue:45663", - "issue:41720|issue:44155", "issue:45684|issue:45698", - "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:45292|issue:45335", "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:44402|issue:44451", + "issue:39404|issue:45701", "issue:44589|issue:44756", - "issue:44683|issue:45823", "issue:43257|issue:44863", - "issue:39404|issue:45701", + "issue:44683|issue:45823", "issue:43425|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", - "issue:43906|issue:44530", "issue:39404|issue:44912", + "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:44479|issue:44805", + "issue:43994|issue:44079", "issue:43425|issue:44918", - "issue:43901|issue:44509", "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", "issue:44164|issue:45759", "issue:36032|issue:43452", "issue:43596|issue:44683", - "issue:43994|issue:44079" + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44737|issue:45859" ], - "prepared_review_unit_hash": "dae3557c8203ff772db92fee53f59acae40748a6b95242ee6697011b169175a6", + "prepared_review_unit_hash": "23f14540025157c9db12bc300244d2611ed3e7642b8674516cd567a76958c290", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regression reports with one clear duplicate pair: `resize_token_embeddings` not updating output embeddings (`issue:45292` / `issue:45335`). The other soft-similarity pairs are related at a high level but describe different failures or code paths, so they should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "`issue:45292` is the clearest canonical for the only true duplicate pair: it states the generic `resize_token_embeddings` output-embedding mismatch, while `issue:45335` is a model-specific instance (`t5gemma`/decoder.embed_tokens).", + "summary": "Most items are unrelated standalone bugs. The only clear duplicate pair is the `resize_token_embeddings` regression: the generic issue and the T5Gemma-specific report describe the same missing propagation to the output/decoder embeddings.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45292 is the broader, model-agnostic report of `resize_token_embeddings` not updating the output embeddings; 45335 is a specific T5Gemma manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43611` is the strongest single representative issue overall: it is a broad, well-scoped Transformers 5.0.0 loading regression affecting model initialization/loading, which matches the cluster\u2019s main theme better than the narrower model-specific reports.", + "best_issue_reason": "Issue 45292 is the best representative issue because it states the core regression more generally and can anchor the duplicate pair cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Both mention training/runtime instability, but one is about gradient checkpointing in eval mode and the other about Qwen3.5 RLHF NaNs from 3D position ids / SDPA fallback; different bug paths." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "One is about `extra_state` save/load handling, the other about disabling mmap on Strix Halo to avoid OOM; unrelated mechanisms." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression for Qwen VL models vs strict config blocking `granite_speech`; different model families and failure modes." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention crash on `s_aux=None` for sink-less models is a different attention-path bug than Gemma4 FSDP2 `shared_kv_states` rebuilding." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Auto device mapping CUDA assert on Qwen3 vs AudioFlamingo3 batched inference token/embedding leakage; not the same underlying defect." - }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation in `save_pretrained` is a packaging/filesystem issue; wrong custom module loaded after save is an auto-class/module resolution issue." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Meta-device loading breakage on some models vs mmap OOM on Strix Halo; shared theme is loading, but the root causes differ." + "reason": "Both involve save/from_pretrained custom-model handling, but one is about read-only permission propagation and the other about loading the wrong custom module; different bugs." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression vs Trainer checkpoint-resume `max_steps` miscalculation; separate trainer/loading code paths." + "reason": "Custom model initialization vs Trainer resume/max_steps calculation are unrelated code paths." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-specific custom model init breakage vs `save/from_pretrained` failing to handle `extra_state`; different subsystems." + "reason": "Notebook custom-model initialization and `extra_state` save/load failures are different issues." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying regression: `resize_token_embeddings` updates one embedding path but not the output/decoder embedding; `t5gemma` is a model-specific manifestation of the same bug." + "reason": "Same underlying regression: `resize_token_embeddings` does not propagate to the output/decoder embeddings; 45335 is the T5Gemma-specific case." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both involve dtype/device behavior during loading or inference, but one is an autocast mismatch in Phi-tiny-MoE and the other is meta-device loading failures across models." + "reason": "Both mention dtype mismatches, but one is autocast-related and the other is a device-map/image-preprocessor mismatch." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is a broad environment issue; the other is a specific autocast dtype mismatch on a particular model." + "reason": "Torch version incompatibility and an autocast dtype mismatch are different problems." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model vs inability to load a different model at latest version; too little evidence they share one code path." + "reason": "Tokenizer vocab-size mismatch and model loading failure for a specific checkpoint are not the same bug." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Float8 storage deserialization error is unrelated to mmap/OOM on Strix Halo." + "reason": "Whisper `return_language` pipeline behavior and version-dependent tokenization changes are different regressions." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 PLE device mismatch under `device_map=auto`; different layers and bugs." + "reason": "Missing Float8 storage and mmap-related OOM are unrelated failures." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is distinct from NemotronH checkpoint loading failure." + "reason": "Different model families and different loading failures; too broad to merge." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenization changing across transformers versions are different features with different symptoms." + "reason": "Compiled flex attention on torch>=2.9 and Gemma4 PLE device mismatch are separate code paths." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 compatibility is a general dependency issue, while Gemma4 PLE device mismatch is a model-forward placement bug." + "reason": "Torch 2.10 incompatibility is not the same as a device-mismatch forward-pass bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern Transformers 5 custom model handling, but one is about `base_model_prefix` loading and the other about notebook redefinition/init behavior; not the same concrete bug." + "reason": "Base-model-prefix loading and custom model init in notebooks are related only broadly, not the same concrete bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility vs Mistral-3 image preprocessor/model dtype mismatch; different scope and root cause." + "reason": "Torch compatibility and Mistral-3 dtype mismatch are different issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 linear_attention vs compile-time template-node error; unrelated failures." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are unrelated." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "An isolated reproduction of an older issue vs a specific Qwen3.5 cache crash; no evidence they are the same code-path bug." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Whisper pipeline `return_language` and MXFP4 quantization fallback are unrelated model/pipeline behaviors." + "reason": "An isolated reproduction reference is not the same bug as the Qwen3.5 cache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure vs Perceiver non-default resolution interpolation failure; different APIs." + "reason": "`torch.export`/`torch_compilable_check` and Perceiver interpolation failures are different code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in several Qwen VL models vs tensor mask shape mismatch; not the same failure mode." + "reason": "Video-input regression in Qwen VL models and a mask-shape IndexError do not look like the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP outputs and `ModelOutput` key assignment are unrelated." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility vs Qwen3.5 embedding unpacking with TRL SFT trainer; different problem domains." + "reason": "Torch 2.10 incompatibility and Qwen3.5/TRL input-unpacking failure are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compilation are unrelated errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs drift about `return_all_scores` vs docs mentioning removed pipeline tasks; documentation-only issues, but not the same missing/changed content." + "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; not the same documentation bug." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Float8 storage lookup failure vs compile template node error; unrelated symptoms." + "reason": "Both concern Qwen3-VL loading, but the symptoms differ enough here\u2014generic MoE loading breakage vs a specific weight-shape mismatch\u2014to avoid merging without stronger evidence." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling vs `AutoModelForCausalLM.from_config` not unwrapping `text_config`; separate model-construction paths." + "reason": "`extra_state` save/load and `from_config` unwrapping of `text_config` are separate loading/saving bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-token method conflict vs `gguf_file` breaking `from_pretrained`; no shared bug mechanism." + "reason": "Tokenizer special-token conflict and `gguf_file`/from_pretrained issues are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3 init index error in BertModel vs compiled flex_attention breaking on torch>=2.9; unrelated." + "reason": "Deepspeed zero3/BertModel indexing and flex-attention compilation failures are unrelated." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading for a different model are not the same issue." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM behavior are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and a Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance problems." + }, + { + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline vs `ModelOutput` key assignment bug; different layers of the stack." + "reason": "Save/load `extra_state` and a video-input regression are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The lone duplicate pair (`issue:45292` / `issue:45335`) is a reasonable canonical merge, and the other pairs are rejected without overclaiming shared root cause. No evidence of overstated similarity." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 45292/45335, is strongly supported by the titles as the same resize_token_embeddings regression affecting different embedding paths. The other rejections are phrased cautiously and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -2609,8 +2619,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -2620,12 +2630,17 @@ "issue:39404", "issue:40444", "issue:40990", + "issue:42175", "issue:42915", - "issue:43299", + "issue:43089", + "issue:43262", "issue:43317", + "issue:43322", + "issue:43377", "issue:43421", "issue:43452", "issue:43482", + "issue:43540", "issue:43541", "issue:43582", "issue:43611", @@ -2635,22 +2650,17 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43856", "issue:43883", - "issue:43931", - "issue:44164", "issue:44206", "issue:44220", + "issue:44403", "issue:44451", "issue:44464", - "issue:44479", "issue:44488", "issue:44530", + "issue:44534", "issue:44661", - "issue:44671", "issue:44683", - "issue:44737", - "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2658,252 +2668,274 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45507", "issue:45584", - "issue:45859", - "issue:45987" + "issue:45987", + "issue:46178" ], "soft_pairs": [ - "issue:43299|issue:43931", - "issue:44991|issue:45081", - "issue:43856|issue:44756", - "issue:44671|issue:44991", - "issue:39404|issue:44671", - "issue:44737|issue:45859", - "issue:44164|issue:44479", "issue:43582|issue:43632", + "issue:32090|issue:39404", "issue:44488|issue:45081", "issue:44661|issue:44683", + "issue:44488|issue:44987", "issue:43611|issue:43644", - "issue:32090|issue:39404", "issue:40990|issue:43421", "issue:43716|issue:45084", - "issue:44488|issue:44987", "issue:36032|issue:42915", "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:43883|issue:44488", + "issue:42175|issue:46178", "issue:44811|issue:45584", - "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:44206|issue:44220", "issue:43644|issue:43646", "issue:44464|issue:45987", - "issue:44206|issue:44220", "issue:43452|issue:43482", - "issue:43317|issue:43482", "issue:36032|issue:43645", - "issue:44849|issue:45325" + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081" ], - "prepared_review_unit_hash": "ab75c416dd885b5860c0d286f9cecb61bb033a71a62b9ebddfe4363de662ad4c", + "prepared_review_unit_hash": "6ccc8b066433238f4dd50eaae75ed07ba1f475a3f45e825512ead706cd3fb1d3", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36003, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of Transformers v5 regressions across many unrelated models/components. I don\u2019t see any soft pair that clearly describes the same underlying bug, so I\u2019d keep the issues separate and use one broad model-init regression as the representative issue.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43646 is the broadest, most central representative of the shared v5 regression theme around model initialization/loading; the other items are mostly model-specific or unrelated subsystems.", + "summary": "The items are mostly distinct bugs across different models/subsystems; the only strong clustering theme is several Transformer v5 regression reports, but even those usually point to different concrete failure modes. No soft pair looks duplicate enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set: it describes a generic Transformers 5.0.0 custom-model initialization regression, which is a better cluster anchor than the more model- or symptom-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single issue to anchor this cluster because it is general enough to represent the common Transformers v5 breakage pattern without being tied to one model or backend.", + "best_issue_reason": "issue:43646 is the best overall issue candidate because it is general, version-scoped, and describes a reusable underlying regression rather than a single model or narrow code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen loading failures, but they involve different model families and different failure modes (FineGrainedFP8Config vs weight-shape mismatch)." - }, - { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Both affect tokenizer loading, but one is an Mistral regex patch crash and the other is a specific tokenizer regression for EMBEDDIA/est-roberta; not the same bug." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Both mention memory/OOM, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM; different code paths and fixes." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "CamemBERT masked-LM prediction corruption is not the same issue as tokenizer loading failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "Both are device/offload related, but one is XLNet CPU allocation and the other is Qwen3.5 MoE rotary embedding CPU-offload compatibility; different bugs." - }, - { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Save/from_pretrained extra_state handling and video-input regression are distinct problems." + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs. `_is_hf_initialized` flag regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Different domains and symptoms: Trainer GPU broadcast NoneType error vs. Whisper `return_language` pipeline behavior." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading failures, but the models and root causes differ; one is a specific repository loading issue and the other is a Mistral tokenizer patch crash." + "reason": "Both involve tokenizer loading, but one is a model-loading failure and the other is a specific Mistral regex patch crash; not the same bug." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizers mapping/model registration failure is unrelated to compiled flex_attention failing on torch >= 2.9." + "reason": "Unrelated areas: tokenizer mapping validation vs. compiled `flex_attention` failures on torch >= 2.9." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Base_model_prefix loading regression and non-persistent buffer junk initialization are separate v5 regressions." + "reason": "Both are model-load regressions, but they affect different models and likely different code paths." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper return_language behavior." + "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime post-processor updating for special tokens are not the same bug." + "reason": "Different problems: perplexity/behavior of a model vs. runtime post-processor updates in TokenizersBackend." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation error are unrelated." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading regressions, but they target different repositories and likely different code paths." + "reason": "Image preprocessor dtype mismatch is unrelated to a template compilation TypeError." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Tokenizer special-token naming conflict vs. FineGrainedFP8Config failure in Qwen3MoE." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache invalid group type on Qwen3.5 models are different issues." + "reason": "`trust_remote_code` config-field loss is unrelated to Qwen3.5 grouped linear-attention cache crashes." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter update and Qwen2.5-VL iterable dataset multi-image failure are unrelated." + "reason": "Trainer token-count tracking bug vs. multimodal iterable-dataset failure with multiple images." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is not the same as a tokenizer/model loading failure for cjvt/sleng-bert." + "reason": "Missing `all_tied_weights_keys` on one model is not the same as the tokenizer loading failure for another model." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both mention backend packaging, but `tensorflow_text` backend registration is a different issue from TensorFlow being omitted in the torch extra." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Two separate model-loading regressions for different repositories; no evidence they share the same underlying fix." + "reason": "Whisper decoding skip-special-tokens behavior is different from empty-transcription generation failure after `align_special_tokens`." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure for Mixtral is unrelated to the template node compilation TypeError." + "reason": "Torch dynamo tracing on Mixtral grouped_mm is unrelated to template compilation errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but the affected models and likely root causes differ." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different model/backend problems." + "reason": "Fine-grained FP8 config failure and PagedAttentionCache linear-attention crash are separate code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the titles point to different concrete failures; not enough evidence they are the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization regressions are both v5 issues, but not the same defect." + "reason": "Related Transformers v5 regressions, but one is about junk non-persistent buffers and the other about custom model initialization; too broad to call duplicates." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length return type mismatch are distinct cache/compilation issues." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "The generic _torch_extract_fbank_features issue and the LasrFeatureExtractor center-arg regression are related in area but not clearly the same bug." + "reason": "Chunked generation inconsistencies with compiled forward are different from a `get_seq_length` return-type contract bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading regressions, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; not enough to merge." + "reason": "Both involve GGUF loading, but one is a generic `gguf_file` breakage and the other is a Qwen2.5-GGUF v5-specific failure." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "device_map/offload loading failure and GGUF loading failure are different code paths." + "reason": "Tokenizer method-name conflict is not the same as Jupyter-specific custom model initialization breakage." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + "reason": "Different loading path issues: device_map/offload dequantized model failure vs. GGUF model loading failure." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL temporal position-id scaling bug are separate model-specific regressions." - } - ] + "reason": "Different Qwen model families and different bugs: hidden-state output regression vs. rope-index scaling bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-gated load failures, but the model/tokenizer targets and failure modes are different." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` and tokenizer load failure for a different model are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor default sampling rate bug is unrelated to MIMI batched-vs-single output differences." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization regression and non-persistent buffer filling bug are different concrete failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as a cache length contract/type bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom model initialization breakage is distinct from non-persistent buffer junk initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different model-specific failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General transformer-loading noise vs. a specific Mistral tokenizer regex-patch crash are not duplicates." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -2920,34 +2952,33 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ + "issue:33666", "issue:36032", + "issue:40444", "issue:40990", + "issue:41553", "issue:41720", - "issue:42175", "issue:42915", - "issue:43089", - "issue:43262", "issue:43296", - "issue:43322", "issue:43377", "issue:43404", + "issue:43421", "issue:43425", "issue:43531", - "issue:43540", + "issue:43582", "issue:43611", "issue:43632", - "issue:43645", - "issue:43646", "issue:43742", + "issue:43792", "issue:43819", - "issue:43883", "issue:43994", "issue:44062", + "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -2956,6 +2987,7 @@ "issue:44466", "issue:44479", "issue:44534", + "issue:44568", "issue:44589", "issue:44610", "issue:44683", @@ -2964,255 +2996,271 @@ "issue:44877", "issue:44987", "issue:44991", + "issue:45020", "issue:45081", "issue:45084", "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45507", - "issue:45987", - "issue:46178" + "issue:45663" ], "soft_pairs": [ - "issue:42175|issue:46178", - "issue:45084|issue:45507", - "issue:43883|issue:44991", - "issue:43262|issue:43377", - "issue:44987|issue:44991", - "issue:43089|issue:45987", - "issue:43646|issue:44534", - "issue:43322|issue:43540", - "issue:44403|issue:45081", "issue:43404|issue:44466", "issue:43994|issue:44610", "issue:42915|issue:45084", - "issue:43645|issue:44534", "issue:43377|issue:43819", "issue:44265|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:45216|issue:45357", - "issue:36032|issue:43742", "issue:42915|issue:44291", "issue:43632|issue:44756", - "issue:42915|issue:44589", + "issue:36032|issue:43742", + "issue:45216|issue:45357", "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", "issue:43296|issue:43531", "issue:43404|issue:45127", + "issue:36032|issue:41720", "issue:43531|issue:44877", + "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:36032|issue:41720", "issue:43425|issue:44403", - "issue:44479|issue:45325", - "issue:40990|issue:44811" + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43421|issue:44568" ], - "prepared_review_unit_hash": "14e890e2ced348dd75dc27e37439f4088c9734087c9913acabc798a0ddb26b2f", + "prepared_review_unit_hash": "f01e27aab07b5dad7b5f91d368fd0e6418d33fa176635c8c729084360ed2b342", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37300, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated and should stay separate. The only solid duplicate-like match is the Qwen3.5 `save_pretrained` regression pair (`issue:45216` / `issue:45357`). The Qwen-VL video/rope-index pair (`issue:44479` / `issue:45325`) is too weakly supported from titles alone and should not be accepted as the same bug.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45216 is the best canonical issue anchor because it describes the broader Qwen3.5 `save_pretrained` regression and has the clearest duplicate-style follow-up in 45357.", + "summary": "The cluster is mostly heterogeneous transformer/model-loading regressions with no strong cross-duplicates. The only clear duplicate-looking pair is the Qwen3.5 save_pretrained regression reports.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45216 is the broadest, clearest representative of the Qwen3.5 save_pretrained regression; issue:45357 reads like a narrower follow-up about the same serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest overall issue representative because it has the cleanest confirmed overlap and a broader regression framing than its duplicate follow-up.", + "best_issue_reason": "issue:45216 is the best issue anchor in this set because it is a concrete regression report with a plausible duplicate partner and broader wording than the follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Different backend-mapping failures: missing TensorFlow backend in a torch install vs an offending tensorflow_text backend entry." + "reason": "Both involve lm_head/tied-weight behavior, but one is a Mistral3 model bug and the other is a save/serialization inconsistency; not the same concrete defect." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Unrelated failures: template-node compilation error vs an invalid method call in GraniteMoEHybrid." + "reason": "Both are vision-related, but one is a SigLIP2 inference mismatch and the other is an OmDet-Turbo processor size mismatch; different code paths." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Different model-loading bugs with different symptoms and causes; not the same concrete regression." + "reason": "Unrelated failures: Qwen3Moe FP8 config vs a template compilation TypeError." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but sampling-rate defaults and MIMI batching/padding-mask support are separate code paths." + "reason": "Different models and mechanisms: MIMI padding-mask batching bug vs DAC STE mismatch." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Different tokenizer/model loading regressions affecting different models and mechanisms." + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet processor resolution bug." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Generation performance overhead is unrelated to the StaticCache return-type contract issue." + "reason": "Both are load-time crashes, but one is ScandiBERT loading and the other is a Mistral regex patch crash; different defects." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Custom model initialization in notebooks and non-persistent buffer junk are separate v5 regressions." + "reason": "Different models and failure modes: physical-intelligence/fast loading regression vs Mistral tokenizer patch crash." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both are multimodal loading issues, but Llava Next segfault and Qwen3OmniMoe video ValueError are different bugs." + "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Noise while loading a transformer is not the same concrete failure as the Mistral regex patch crash." + "reason": "Both touch newer transformer behavior, but FP8 config failure and init_empty_weights argument handling are distinct issues." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both involve tied weights, but one is missing tying in a model class and the other is serialization inconsistency." + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer attribute conflict vs KeyError on loading a model; no shared underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained/serialization regression; 45357 is a narrower symptom of the checkpoint being saved incorrectly." + }, + { + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different subsystems: SigLIP2 inference quality vs OmDet-Turbo image-size mismatch." + "reason": "AddedToken special-argument error is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:42915", - "right": "issue:45084", + "right": "issue:44589", "accept": false, - "reason": "FP8 config loading failure and non-template-node compile failure are unrelated." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage object are different problems." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Notebook custom-model initialization breakage is not the same as non-persistent buffer corruption." + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a still-image temporal position-id scaling bug; not the same concrete defect." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Different audio/model numeric bugs affecting different code paths." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "torch.export compatibility with torch_compilable_check is unrelated to the OmDet processor resolution mismatch." + "reason": "Both mention tied weights/lm_head, but one is model initialization/tie behavior and the other is LoRA merge collapse with extended vocab; different code paths." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Different tokenizer-loading failures for different models and different causes." + "reason": "Tokenizer loading error vs Qwen3 auto device-mapping CUDA assert; unrelated." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Loading physical-intelligence/fast is unrelated to the Mistral regex patch crash." + "reason": "Sliding_window behavior in Qwen3-MoE and strict config loading for granite_speech are unrelated." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning failure and the other is temporal position-id scaling; different bugs." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 is a specific manifestation of the broader issue in 45216." + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are distinct issues." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading failures." + "reason": "Torch 2.10 incompatibility and noisy transformer loading messages are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate v5 issues." + "reason": "Perplexity anomaly on GPT-OSS and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43632", - "right": "issue:44756", + "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." + "reason": "_is_hf_initialized flag breakage and junk-filled non-persistent buffers are separate v5 regressions." }, { - "left": "issue:42915", + "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure is not the same as missing Float8 storage object resolution." + "reason": "Whisper model runtime failure and missing Float8 storage type are unrelated." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "AddedToken special-argument conflict and model loading failure for physical-intelligence/fast are unrelated." + "reason": "ModelOutput key assignment bug and Gemma-4 FSDP2 shared_kv_states KeyError are different defects." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are different bugs." + "reason": "Both are Qwen-VL training issues, but they concern different model versions and different failure modes." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Both mention embeddings/tied weights, but missing tie in Mistral3ForConditionalGeneration is not the same as LoRA merge collapse with extended vocab." + "reason": "Voxtral tokenizer error messaging and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Qwen-VL-related titles alone are not enough to show the same underlying bug: one is a broad video-input regression, the other a still-image temporal position-id scaling issue." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions do not describe the same bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a specific tokenizer load failure are different issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Both touch special-token handling, but one is backend post-processor updating at runtime and the other is a model-specific add_special_tokens regression; not enough to treat as the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The review is mostly conservative, but one accepted soft-edge verdict overstates the evidence. `issue:44479` and `issue:45325` are both Qwen-VL-related, yet the packet only shows titles: one is a broad video-input regression across several Qwen VL variants, while the other is a still-image temporal-position-id scaling bug in Qwen2.5-VL. That is enough to say they may be related, but not enough to confidently call them the same underlying regression or a duplicate symptom. The Qwen3.5 `save_pretrained` pair (`issue:45216` / `issue:45357`) looks better grounded. Because the summary and canonical-anchor reasoning lean on the stronger claim for `44479` / `45325`, I would not accept as-is." + "accept": true, + "feedback": "The assessment is grounded in the packet: the only clearly duplicate-looking pair is issue:45216 and issue:45357, whose titles both describe a Qwen3.5 save_pretrained serialization regression. The remaining soft-edge rejections are appropriately conservative and do not overstate the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3225,28 +3273,30 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:33666", + "issue:35707", "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:43701", + "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3255,269 +3305,278 @@ "issue:44079", "issue:44265", "issue:44291", - "issue:44403", "issue:44462", + "issue:44466", + "issue:44479", "issue:44534", - "issue:44568", "issue:44589", - "issue:44683", "issue:44829", "issue:44898", - "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45325", "issue:45357", + "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45542", - "issue:45663", + "issue:45800", "issue:45812", + "issue:45823", "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:43792|issue:44589", - "issue:33666|issue:40444", - "issue:41553|issue:43582", - "issue:43632|issue:44534", - "issue:44683|issue:45020", - "issue:44403|issue:44991", - "issue:43421|issue:44568", - "issue:44079|issue:45663", "issue:43381|issue:45923", - "issue:40444|issue:45325", + "issue:35707|issue:40444", "issue:44291|issue:44589", "issue:44462|issue:45812", "issue:43482|issue:45538", "issue:44829|issue:45479", "issue:43317|issue:43856", - "issue:42175|issue:45542", "issue:43482|issue:43525", + "issue:42175|issue:45542", + "issue:44079|issue:44534", "issue:43818|issue:45357", + "issue:43531|issue:44291", "issue:41720|issue:45081", "issue:43377|issue:45491", - "issue:43531|issue:44291", + "issue:40444|issue:45381", "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", "issue:42175|issue:43296", - "issue:43611|issue:43646", "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", "issue:43792|issue:43957", - "issue:45325|issue:45834", "issue:43994|issue:44898", - "issue:44079|issue:44534" + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "b4274158f2e1b3a16eee3976b2ca3ce96bbc07e76aa1c4d2cf55160d5d4d0368", + "prepared_review_unit_hash": "7f17ce977d721110728431dcf26fa9a54407153bcf9e0ee805774f7825b6199a", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36040, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate model- or backend-specific regressions that only share superficial themes like \u201cv5 breakage,\u201d \u201cloading fails,\u201d or \u201ctokenizer/model init issues.\u201d I did not find any soft pair that looks like the same underlying bug/change.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it\u2019s the broadest, most central report about recent Transformers versions breaking remote-code models, which matches the cluster\u2019s overall pattern of v5 regressions better than the narrower model-specific tickets.", + "summary": "Most pairs are only loosely related by broad subsystem or release regression theme, not the same underlying bug. The only clear duplicate-like pair is the TensorFlow/backend packaging issue in the torch extra.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest, most representative v5 loading regression here; it is a general model-loading breakage rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue for this mixed set because it captures the widest class of affected failures and is the most plausible anchor for related downstream regressions.", + "best_issue_reason": "issue:43611 is the best umbrella issue for this cluster because it captures a core Transformers v5 model-loading regression that is closer to a reusable triage anchor than the more specialized reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Both are model-loading failures, but one is Whisper-specific and the other is a float8 storage/type error; they are different concrete bugs and code paths." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both involve Qwen VL training, but one is generic multi-GPU training and the other is an IterableDataset/multi-image prompt failure; not the same bug." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "These are unrelated: Voxtral tokenizer error messaging versus an Apple Silicon TypeError in caching_allocator_warmup." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffers; different mechanisms." - }, - { - "left": "issue:44683", - "right": "issue:45020", - "accept": false, - "reason": "Torch 2.9 compiled flex_attention failure is unrelated to remote_code model breakage." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Both are loading-related, but one is generic loading noise and the other is a specific tokenizer-loading regression for one model family." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Both touch special-token behavior, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS; not the same concrete issue." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "Unrelated bugs: ModelOutput key assignment versus Gemma-4 FSDP2 shared_kv_states rebuilding." - }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode is a different issue from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Both mention checkpointing/gradient flags, but one is eval-mode incompatibility and the other is a missing capability flag on a remote-code model; different bugs." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is multi-image IterableDataset training and the other is rope-index scaling for still images; different code paths." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL fine-tuning with multiple images in an iterable dataset." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both involve loading/initialization regressions, but one is an unexpected _is_hf_initialized argument and the other is a float8 storage lookup failure." + "reason": "Both are loading failures, but one is an init_empty_weights/_is_hf_initialized API mismatch and the other is a Float8 storage resolution error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both concern AutoTokenizer behavior, but one ignores tokenizer.json while the other produces wrong token IDs for Granite models; not the same bug." + "reason": "Ignoring tokenizer.json is a different tokenizer-selection bug from Granite token IDs being wrong." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are separate tokenizer/model-loading problems." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both cause bad training dynamics, but one is flash_attention_3 degeneration and the other is single-label classification with num_labels=1; different root causes." + "reason": "Both involve classification training behavior, but one is flash_attention_3 degeneracy and the other is single-label num_labels=1 zero-loss logic." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE memory inefficiency during training." + "reason": "Dequantized model offload failure and Qwen3 MoE memory inefficiency are different issues, not the same code-path bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both are packaging/backend issues around TensorFlow, but one is missing TF in a torch extra install and the other is tensorboard installed without TF causing backend errors; not clearly the same bug." + "accept": true, + "reason": "Both describe the same packaging/backend bug: installing the torch extra leaves TensorFlow backend support missing, causing undefined tf backend errors." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different model-loading problems: Qwen2.5-GGUF failure versus Llama4Config missing pad_token_id." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different v5 regressions in different code paths." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Completely different model families and failures: Video-LLaVA tower issues versus Qwen3.5 save_pretrained key regression." + "reason": "Video-LLaVA vision tower/temporal-attention problems are unrelated to Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "An A800 cudaErrorAssert in Qwen3 device mapping is unrelated to a Mistral tokenizer regex patch crash." + "reason": "A800 cudaErrorAssert during device mapping is unrelated to the Mistral tokenizer regex patch crash." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention padding/masking-related batching issues, but they affect different models and different failure modes; not the same bug." + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 all-padding-window NaNs are different batching/attention bugs." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the _is_hf_initialized init_empty_weights regression." + "reason": "Multiple-images-per-prompt finetuning and Qwen2.5-VL video vision_position_ids are both multimodal, but not the same concrete failure." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Torch export failures with torch_compilable_check and dtype mismatches in bfloat16 inference are different code paths and bugs." + "reason": "torch.export exportability and bfloat16 dtype mismatch are distinct problems." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Packaging/backend dependency issues versus a vLLM model-loading failure for PaddleOCR-VL are not the same problem." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals regressions." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are Transformers v5 regressions in model initialization/loading, but the reported failures are different enough that they do not look like one concrete bug." + "reason": "TensorFlow extra packaging and PaddleOCR-VL loading in vLLM are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regressions and bfloat16 dtype mismatches are unrelated." + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge as one bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/load regressions, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete defect." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper loading failure and torch.device(\"meta\") loading breakage are separate model-init issues with different symptoms." + "reason": "Whisper runtime failure and meta-device loading breakage are separate model-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions affecting different models and code paths." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL temporal position scaling and Kosmos2.5 long OCR index errors are different multimodal bugs." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long-OCR index errors are unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "SigLIP2 incorrect outputs with AutoModel/pipeline and Perceiver interpolation failures are unrelated model-specific issues." + "reason": "Both mention lm_head weights, but one is untied weights causing bad generation and the other is device-dependent save_pretrained serialization; not identical." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer filling are different internal regressions with no clear shared code path." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The one accepted pair (42175/45542) is a clear duplicate-like backend packaging issue, while the rejected pairs are mostly different bugs or at least not evidenced as the same concrete defect." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3529,299 +3588,314 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ + "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", + "issue:42617", "issue:42915", "issue:42947", "issue:43257", "issue:43262", "issue:43296", "issue:43317", + "issue:43322", "issue:43377", "issue:43454", - "issue:43482", + "issue:43526", "issue:43550", "issue:43572", "issue:43606", - "issue:43644", - "issue:43701", + "issue:43720", "issue:43746", - "issue:43761", + "issue:43749", "issue:43819", "issue:43873", "issue:43881", - "issue:44079", + "issue:43883", "issue:44186", "issue:44265", "issue:44291", - "issue:44387", "issue:44466", - "issue:44479", "issue:44488", + "issue:44534", "issue:44568", "issue:44610", - "issue:44617", "issue:44877", "issue:44898", + "issue:44977", + "issue:44991", "issue:45072", - "issue:45325", - "issue:45381", + "issue:45357", "issue:45584", "issue:45701", "issue:45759", - "issue:45800", "issue:45823", "issue:45920", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ - "issue:43454|issue:44466", - "issue:40444|issue:45381", - "issue:42915|issue:43482", - "issue:45325|issue:45381", - "issue:43644|issue:44079", - "issue:43296|issue:45800", - "issue:43761|issue:44079", - "issue:44479|issue:45823", - "issue:35707|issue:40444", - "issue:43606|issue:44265", "issue:44291|issue:44877", - "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:43873|issue:45701", "issue:43881|issue:44488", - "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", "issue:44568|issue:45920", + "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:41720|issue:45823", - "issue:44186|issue:44265", "issue:43454|issue:43550", - "issue:43262|issue:43746", "issue:39692|issue:40444", - "issue:40990|issue:45584", - "issue:43377|issue:44610", "issue:43454|issue:45072", + "issue:43377|issue:44610", "issue:43572|issue:45759", "issue:43257|issue:45923", "issue:40990|issue:42947", - "issue:43377|issue:44898", "issue:43317|issue:43873", - "issue:43873|issue:45701" + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44991", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:42617|issue:42915", + "issue:40990|issue:45701" ], - "prepared_review_unit_hash": "1ac53a031010810160be5b850d2ee3fb59724744ccfdfe89b9866a65a448a4e5", + "prepared_review_unit_hash": "9c6a58db6524557b33945fd0b79b690ae6d8d28bbeff19235404bf5c5a9d4674", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36290, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37397, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated model- or subsystem-specific regressions that only share broad vocabulary (tokenization, quantization, device_map, Qwen/VL, etc.). I found no pair that looks like the same concrete bug/change, so the safe triage result is to keep them separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the broadest concrete regression in the set: it is open, has inbound references, and clearly describes an offloading/quantization failure path, making it the most plausible representative issue for this heterogeneous cluster.", + "summary": "The cluster is broadly about Transformers/runtime regressions across loading, device mapping, quantization, and tokenization, but the soft pairs mostly describe different concrete bugs in the same general area rather than true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 41720 is the most central node in the cluster\u2019s similarity graph and is a concrete runtime/device-mapping failure, but it is still distinct from the neighboring reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global representative because it is reproducible, reasonably specific, still open, and has the strongest signal of being a user-facing regression among the listed issues.", + "best_issue_reason": "41720 is the best single representative because it is specific, actionable, and connects to several related runtime/offload reports without being as vague as some others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Related theme (tied lm_head weights), but one is a config/tie-weights generation bug and the other is a serialization inconsistency; not the same concrete failure." + "reason": "Different failures: init_empty_weights argument handling vs strict config loading for granite_speech." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Different modalities and failure modes: iterable-dataset multi-image finetuning vs video position-id regression." + "reason": "CPU offload device mismatch for Bark vs torch.export failing on torch_compilable_check are unrelated code paths." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Completely different models and bugs: FP8 config failure vs GGUF loading failure." + "reason": "Quantization/offloading behavior is unrelated to tokenization changes." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both touch Qwen2.5-VL position handling, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge as one bug." + "reason": "Different models and different load failures; no shared concrete bug." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Unrelated: non-persistent buffers filled with junk vs ModelOutput key assignment behavior." + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Different layers and symptoms: model loading in vLLM vs torch/transformers version incompatibility." + "reason": "Perplexity on WikiText and Whisper empty-transcription generation failure are different problems." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Hidden_states being dropped in CLIPVisionModel is unrelated to ModelOutput key assignment semantics." + "reason": "Bark voice_preset bug is unrelated to inputs_embeds/past_key_values progressive generation." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Different regressions: video-input handling in Qwen VL models vs Gemma4 PLE device mismatch." + "reason": "One is generation with inputs_embeds/past_key_values; the other is auto device mapping on Qwen3." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Both are generation/training-related, but one is progressive generation with inputs_embeds/past_key_values and the other is multimodal finetuning with multiple images." + "reason": "Both are tokenizer regressions, but the symptoms and likely code paths are different enough to avoid merging." }, { - "left": "issue:43606", + "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as torch.export failures around torch_compilable_check." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to export-time torch_compilable_check failures." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Different bugs: unexpected _is_hf_initialized argument vs strict config blocking granite_speech loading." + "reason": "Both mention device/forward behavior, but Bark CPU-offload mismatch and DAC STE mismatch are different bugs." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Both mention OOM, but one is reserved-memory growth under int4 quantization and the other is a model-specific CUDA OOM." + "reason": "Similar theme of device-mapping issues, but different models and no evidence of the same underlying code-path bug." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Both are model loading failures, but they involve different models and likely different root causes." + "reason": "Tied lm_head weights/generation garbage is unrelated to torch.compile SDPA behavior." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id handling." + "reason": "Documentation example errors vs iterable-dataset multi-image finetuning failure are different issues." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer/model families and appear to be separate defects." + "reason": "Weight tying/serialization issue is unrelated to bf16 dtype mismatches." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Device offload mismatch is unrelated to DAC.from_latents not matching forward pass." + "reason": "MIMI padding-mask discrepancy is unrelated to OmDet-Turbo image size mismatch." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both involve device_map, but the concrete failure modes and models differ too much to treat as one bug." + "reason": "Missing pad_token_idx in a config is unrelated to unwrapping text_config in composite multimodal configs." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Tokenizer crashes on NER/batching and torch.export with torch_compilable_check are unrelated issues." + "reason": "MoE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Different problems: tied weights / garbage generation vs torch.compile+SDPA failure." + "reason": "Perplexity regression and LoRA gradient checkpointing effectiveness are different problems." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + "reason": "Dequantized model loading on gpu+cpu offload is not the same bug as offloading with quantization in general." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "Padding-mask output mismatch and Perceiver non-default resolution failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Different domains and root causes: perplexity regression on GPT-OSS vs Whisper empty-transcription generation failure." + "reason": "Llava Next loading segfault and sinq save/load breakage are distinct code paths." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys." }, { "left": "issue:43454", - "right": "issue:45072", + "right": "issue:43720", "accept": false, - "reason": "Both involve model behavior under certain setups, but one is tied weights and the other is dtype mismatch in inference." + "reason": "Weight tying failure and BitNet packed-weight unpacking are different issues." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Unrelated: missing pad_token_idx in StableLmConfig vs composite multimodal config unwrapping." + "reason": "Both are model loading/runtime crashes, but on different models with no concrete shared bug." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43296", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different failure than missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing/LoRA ineffectiveness are unrelated." + "reason": "Different model-loading failures with no evidence of a common root cause." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different models and bugs: MIMI padding-mask output mismatch vs Perceiver non-default-resolution failure." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate loading/state bugs." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both concern offload/quantization, but one is loading a dequantized model with device_map=auto and the other is a broader offloading-not-working report; not the same concrete bug." + "reason": "Both involve Qwen models, but one is device-map assert and the other is flash-attention generation correctness." }, { - "left": "issue:43873", + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and incorrect visual encoder keys are different save_pretrained regressions." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Broad offloading/quantization issue vs tokenization changes; no shared concrete failure path." + "reason": "Perplexity regression and tokenization changes are not the same underlying bug." } ] }, @@ -3840,50 +3914,50 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:34634", - "issue:35707", + "issue:36010", "issue:36331", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43296", + "issue:43316", "issue:43317", "issue:43322", "issue:43404", "issue:43450", - "issue:43454", "issue:43526", + "issue:43531", + "issue:43540", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", - "issue:43749", + "issue:43782", "issue:43873", "issue:43881", - "issue:43883", "issue:44008", "issue:44186", "issue:44387", "issue:44423", - "issue:44466", "issue:44479", - "issue:44534", "issue:44610", + "issue:44671", + "issue:44743", "issue:44756", "issue:44877", "issue:44898", + "issue:44913", "issue:44918", - "issue:44977", "issue:44991", "issue:45072", + "issue:45081", "issue:45161", "issue:45357", "issue:45406", @@ -3891,277 +3965,242 @@ "issue:45684", "issue:45701", "issue:45704", - "issue:45823", - "issue:46050" + "issue:45812", + "issue:45823" ], "soft_pairs": [ - "issue:43526|issue:43883", - "issue:43454|issue:43720", - "issue:43881|issue:44991", - "issue:43296|issue:44991", - "issue:41720|issue:44977", - "issue:44466|issue:45357", - "issue:42617|issue:42915", - "issue:35707|issue:41720", - "issue:44008|issue:45823", + "issue:44387|issue:45704", + "issue:36331|issue:42617", "issue:43577|issue:43708", - "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:44186|issue:45072", "issue:44877|issue:44991", + "issue:36331|issue:42915", "issue:43450|issue:45701", - "issue:44186|issue:45072", "issue:43550|issue:43720", "issue:43404|issue:45357", - "issue:36331|issue:42915", - "issue:36331|issue:42617", - "issue:44423|issue:45406", - "issue:44387|issue:45704", "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:41720|issue:42617", "issue:43550|issue:43606", "issue:44610|issue:44898", - "issue:43749|issue:44534", + "issue:44479|issue:44918", "issue:44186|issue:44610", "issue:45632|issue:45684", - "issue:43322|issue:46050", "issue:43295|issue:45701", "issue:42915|issue:43317", - "issue:44479|issue:44918", - "issue:41720|issue:43322", - "issue:40990|issue:45701", - "issue:41720|issue:42617", - "issue:41720|issue:45161" + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "0cf55e411c7c99347dce64e8fdf7ada79a028d09dbd6e9ab99b30e8975fdfa82", + "prepared_review_unit_hash": "f464a986ed0b7a139085686b50e27738fb082f80872e6b64a6c8bd872a0da43e", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37954, - "estimated_input_tokens": 9489, - "estimated_eval_tokens": 19234 + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues. The closest shared theme is loading/offloading/quantization regressions, but none of the soft pairs look like the same underlying bug or change.", + "summary": "Mostly a loose bundle of unrelated Transformers issues; none of the soft pairs are strong duplicates. The closest common theme is offloading/quantization/memory behavior, so I\u2019d use issue 43873 as the best representative.", "confidence": 0.69, - "canonical_issue_reason": "issue:43873 is the broadest representative of the loading/offloading + quantization subgroup and is already open with active discussion/inbound references.", + "canonical_issue_reason": "Issue 43873 is the broadest, most central problem in the set: offloading/quantization behavior with substantial discussion and inbound references. It best represents the only clear subcluster, even though the overall set is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best matches the cluster\u2019s dominant technical theme and is the most plausible umbrella representative.", + "best_issue_reason": "43873 is the most suitable cluster anchor because it is general, actively discussed, and closest to the recurring memory/offload-related reports here. It is broader than the model-specific regressions and loading errors.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "Different subsystems and failures: image processor label reduction vs missing tied-weights attribute on a model." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading, but they target different models and distinct code paths (weight tying vs packed-weight unpacking)." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Unrelated failures: one is a model load failure, the other is tokenizer loading for a different model family." - }, - { - "left": "issue:43296", - "right": "issue:44991", - "accept": false, - "reason": "Different stack and symptom: vLLM/PaddleOCR-VL load failure vs tokenizer regression for est-roberta." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Same model family, but different bugs: device-map CUDA assert vs flash-attention generation regression." - }, - { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both touch save/serialization, but one is lm_head tying/serialization by device and the other is incorrect visual encoder keys." + "reason": "Both mention memory problems, but one is int4/OOM in Transformers 5.x and the other is a T5/apex RMSNorm leak; different bugs and code paths." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Different failures entirely: 3d_parallel.py execution vs Qwen3Moe FP8 config load." + "reason": "CustomTrainer.compute_loss signature error is unrelated to the 3d_parallel.py runtime failure." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." + "reason": "BLIP2 dtype propagation and Trainer max_steps resume logic are unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-related, but the bugs are different: variable name collision vs device mismatch during forward." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Different areas: dtype handling in Blip2 vs Trainer resume/max_steps calculation." + "reason": "Gemma3n variable collision vs Gemma4 device mismatch; different models and failures." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Bark voice preset issue is unrelated to progressive generation with embeddings and cache state." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatch inference." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different config/loader problems for different model types; no shared underlying defect." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different compatibility issues." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Video processor batching shape bug is unrelated to a general tokenization change report." + "reason": "Trainer API regression and Qwen3Moe FP8 loading failure are not the same underlying bug." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer padding/truncation crash and bf16 dtype mismatches are different bugs." + "reason": "Batched video-shape bug is unrelated to version-dependent tokenization changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile/SDPA behavior vs accelerate loading of packed BitNet weights." + "reason": "torch.compile/SDPA failure in Bamba is not the same as BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying at model init is not the same as incorrect save_pretrained key serialization." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer API signature mismatch vs model loading failure; unrelated issues." + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained visual key regression." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Unexpected trainer keyword argument is unrelated to 3d_parallel execution failures." + "reason": "Both touch offloading/memory, but 43873 is quantization offload behavior while 44756 is mmap/OOM on Strix Halo." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and missing processor attribute are different failures." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both are memory-related, but one is quantization OOM and the other is an apex RMSNorm memory leak." + "reason": "Two different serve crashes with different AttributeErrors and processor paths." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Both involve memory/offload concerns, but one is quantization offloading and the other is mmap on Strix Halo causing OOM." + "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py failure are unrelated." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different models and mechanisms: SDPA/torch.compile vs CPU-offload device mismatch." + "reason": "Both are runtime/device issues, but Bamba compile+SDPA and Bark CPU-offload mismatch are different bugs." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image resolution, but one is a processor output-size bug and the other is a Perceiver interpolation failure." + "reason": "Both concern vision input sizing, but they affect different models and different failure modes; not the same concrete bug." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct loading/runtime issues." + "reason": "Video-input regression across Qwen VL models and TRL embedding unpacking are different issues." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash vs vision processor size mismatch; unrelated." + "reason": "Tokenizer crash vs processor output-size mismatch; no shared underlying defect." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both are filesystem/path related, but cache-path collisions and read-only permission propagation are different bugs." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next load segfault and sinq save/load breakage are unrelated." + "reason": "Cache-path collision and read-only save_pretrained permissions are separate filesystem problems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "The former is a specific processor/tokenizer regression; the latter is too broad and not clearly the same bug." + "reason": "Processor/tokenizer API regression is not the same as a general tokenization-change report." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 load failure and dequantized device_map offload failure are different quantization/load paths." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Video-input regression for several Qwen models is not the same as TRL unpacking of input embeddings." + "reason": "Qwen3Moe fine-grained FP8 failure and dequantized model offload loading failure are distinct quantization/loading bugs." }, { "left": "issue:41720", - "right": "issue:43322", + "right": "issue:45161", "accept": false, - "reason": "Different model families and error modes: device-map assert vs segmentation fault on Llava Next load." + "reason": "Both involve MoE/parallelism, but the specific device-map CUDA assert and TP-only GPT-OSS issue are different." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS is not the same as a generic tokenization-change report." + "reason": "GenerationMixin import error is unrelated to 3d_parallel.py execution failure." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Qwen3 auto device mapping and 3d_parallel execution are unrelated." + "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state caching are unrelated model-specific bugs." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer bugs with different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are separate config issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both mention large-model parallelism, but the bugs are different models and different parallelism issues." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3VL weight_only load error are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and Llava Next segfault are unrelated model-loading bugs." } ] }, @@ -4180,285 +4219,306 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:29159", "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:36010", "issue:36032", + "issue:36331", "issue:41720", "issue:42490", - "issue:42617", - "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:43746", "issue:43782", "issue:43873", - "issue:43881", "issue:43927", + "issue:44077", "issue:44186", "issue:44361", + "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", - "issue:44671", - "issue:44743", + "issue:44589", + "issue:44625", "issue:44898", - "issue:44913", + "issue:44987", + "issue:44991", + "issue:45042", "issue:45059", "issue:45072", - "issue:45081", + "issue:45381", "issue:45406", "issue:45464", + "issue:45479", + "issue:45588", "issue:45701", "issue:45704", "issue:45759", - "issue:45812" + "issue:45812", + "issue:45859" ], "soft_pairs": [ - "issue:36010|issue:42617", - "issue:43526|issue:43881", - "issue:45081|issue:45812", - "issue:43531|issue:43572", - "issue:43316|issue:44913", - "issue:43540|issue:43782", - "issue:44671|issue:44743", "issue:44186|issue:44361", "issue:43421|issue:45812", + "issue:36331|issue:41720", "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", "issue:45406|issue:45464", "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43873|issue:45704", "issue:43421|issue:45701", - "issue:42915|issue:43322", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:44492|issue:44509", + "issue:34634|issue:41720", + "issue:42490|issue:43329", "issue:34567|issue:35707", - "issue:43388|issue:45059", + "issue:44492|issue:44509", "issue:44514|issue:44545", - "issue:42490|issue:43329", - "issue:43873|issue:45704", - "issue:41720|issue:43746", + "issue:44625|issue:45479", "issue:43421|issue:43927", - "issue:44898|issue:45072" + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:43782|issue:45381", + "issue:45588|issue:45759", + "issue:44987|issue:45042" ], - "prepared_review_unit_hash": "1a2a74180d357118031690d9d6db50b2d7f9ec9a7662ce21466dc6979164a313", + "prepared_review_unit_hash": "764d7bd7a0621c56a6b446c3f863f79b98b21176104fc8ed80a00b5021f88f15", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "soft_pair_count": 30, + "serialized_chars": 36949, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False (issues 44514 and 44545). The other soft pairs look like adjacent-but-distinct bugs affecting different models, code paths, or failure modes.", - "confidence": 0.95, - "canonical_issue_reason": "Pick issue:44514 as the canonical issue: it is the earlier, clearer report of the same exact batched padding=False crash later repeated in issue:44545.", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate family. The only clear duplicate pair is issue 44514 and 44545, both describing the same Qwen2_5_VLProcessor.apply_chat_template crash with padding=False.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best canonical anchor because it is a concrete, reproducible report and has an exact duplicate in issue:44545.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44514 is the strongest representative because it has the same concrete repro as the duplicate, with a precise API/method target and a clear failure mode.", + "best_issue_reason": "issue:44514 is the strongest standalone issue: it is specific, actionable, and matches issue:44545 exactly, making it the clearest dedup target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "ImportError for GenerationMixin and a 3d_parallel execution failure are different problems with no shared code path evidence." - }, - { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are unrelated model/component issues." + "reason": "Different tokenizer classes, different models, and different failure modes; only broad tokenizer crash similarity." }, { - "left": "issue:45081", + "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash in tokenizer loading and Granite token-id regression are different tokenizer bugs." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are distinct config/model issues." - }, - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are separate config serialization problems." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and Qwen3VL weight_only load error are different failure paths." + "reason": "One is runtime post-processor refresh behavior; the other is a Granite token-id regression. Not the same bug." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset bug affect different models and mechanisms." + "reason": "Trainer compute_loss signature mismatch vs Qwen3 auto device-map cuda assert; unrelated code paths." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer/task failures, but one is LayoutLMv2 NER padding/truncation and the other is MLuke task AttributeError; not the same bug." + "reason": "Both involve tokenizers, but one is slow/fast inconsistency and the other is a T5 class loading error." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Runtime post-processor update for special tokens and Granite AutoTokenizer wrong IDs are related to token handling but are not the same concrete defect." + "reason": "Different subsystems: gather_for_metrics label trimming vs SAM3 text/box prompting behavior." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens method conflict on load." + "reason": "MacOS bus error in a CLIP model vs generation with inputs_embeds/past_key_values; not the same issue." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated processor/runtime bugs." + "reason": "Different processor/model crashes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and BarkProcessor voice_preset failure are different processor issues." + "reason": "Image processor void segmentation maps vs BarkProcessor voice_preset; unrelated bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BigBird mask-token decode issue do not share the same code path." + "reason": "Different failures in different components: torch.compile/SDPA vs tokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking during accelerate loading are separate loading/offload bugs." + "reason": "Both touch loading/offload, but the concrete problems differ: device mismatch vs packed-weight unpacking." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Special-token post-processor refresh and generic tokenization-version changes are too broad and do not indicate one bug." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to GraniteSpeech PEFT local checkpoint loading." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 apex FusedRMSNorm memory leak; different root causes." + }, + { + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading problems." + "reason": "Runtime special-token update bug vs a general tokenization-version-change report; not the same concrete defect." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "bark-small CPU offload mismatch and BigBirdTokenizer mask-token registration are unrelated." + "reason": "Device mismatch in CPU offload vs BigBirdTokenizer mask-token registration; unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3 variants, but one is sliding_window behavior and the other is from_config text_config unwrapping; different code paths." + "reason": "Sliding-window handling in Qwen3-MoE vs config unwrapping in composite multimodal Qwen configs." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping cuda assert are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "A cache-strategies typo and docs mentioning removed pipeline tasks are unrelated." + "reason": "Local-path import warning vs multimodal token counting video-branch bug; different surfaces." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are distinct issues." + "reason": "TrainerState token counter update issue vs progressive generation inputs_embeds/past_key_values bug." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "gather_for_metrics label dropping and SAM3 text/bounding-box behavior are different subsystems." + "reason": "A typo fix request and a docs cleanup about removed pipeline tasks are not the same issue." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact crash: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False, reported twice." + "reason": "Exact duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template crash when padding=False." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Local-path trailing-slash import warning and multimodal token-count video branch bug are unrelated." + "reason": "Num-label propagation into config vs degenerate zero-loss classification behavior; related area, different bug." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different problems." + "reason": "Special-token post-processor refresh bug vs DiaConfig custom token-id loss on save/load." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are not the same bug." + "reason": "Perceiver interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel; different paths." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Both touch token IDs, but one is runtime post-processor updates while the other is save/load loss of custom token IDs." + "reason": "patchtsmixer post_init policy vs Qwen3.5 num_labels propagation; unrelated." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but for different checkpoints and likely different causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen 3.5 multimodal/config issues: text_config unwrapping vs CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window bug vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading error vs qwen2.5-vl video vision_position_ids issue; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux-argument crash vs config unwrapping for composite multimodal models." + }, + { + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Perceiver interpolation failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Loading a specific model fails vs PIL image processors requiring torchvision; no shared underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and appropriately conservative. The only clear duplicate is issue:44514 / issue:44545, which have identical titles and matching crash context. The other soft-edge rejections stay on the cautious side and do not overstate duplication evidence." + "feedback": "The summary is grounded in the packet, and the conservative stance on soft edges is appropriate. The only accepted duplicate pair, issue:44514 and issue:44545, is strongly supported by the identical titles, while the other pairwise rejections do not overclaim based on the available evidence." }, "evaluator_used": true, "retried": false, @@ -4474,302 +4534,314 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:30064", - "issue:33666", - "issue:34634", - "issue:35707", "issue:36010", "issue:39692", + "issue:40444", "issue:41720", "issue:42886", + "issue:43295", "issue:43381", "issue:43421", - "issue:43525", "issue:43531", + "issue:43540", + "issue:43550", "issue:43596", + "issue:43618", + "issue:43645", "issue:43653", + "issue:43697", "issue:43720", - "issue:43782", + "issue:43746", "issue:43819", "issue:43844", "issue:43873", "issue:43994", + "issue:44008", "issue:44062", "issue:44186", "issue:44220", "issue:44368", "issue:44451", - "issue:44589", "issue:44610", - "issue:44625", + "issue:44661", "issue:44671", "issue:44843", "issue:44918", "issue:44936", - "issue:44987", - "issue:44991", - "issue:45042", + "issue:45072", "issue:45081", + "issue:45183", "issue:45356", "issue:45357", - "issue:45381", "issue:45479", - "issue:45588", "issue:45663", "issue:45704", - "issue:45759", + "issue:45834", "issue:45859", "issue:45907", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ - "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:33666|issue:35707", - "issue:43531|issue:44589", - "issue:45588|issue:45759", - "issue:44987|issue:45042", "issue:44062|issue:44451", "issue:44368|issue:45357", "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44918|issue:44936", "issue:43421|issue:43653", "issue:45704|issue:45923", "issue:45663|issue:45923", - "issue:44918|issue:44936", "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:34634|issue:41720", "issue:45704|issue:45859", + "issue:43531|issue:43645", "issue:43421|issue:44186", - "issue:43525|issue:43531", - "issue:43381|issue:45704", - "issue:43782|issue:45381", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43746|issue:43873", "issue:45081|issue:45356", "issue:39692|issue:43873", - "issue:44625|issue:45479", - "issue:43994|issue:44671", "issue:43596|issue:44220", + "issue:40444|issue:43746", "issue:45356|issue:45907", "issue:30064|issue:36010", - "issue:43720|issue:43819" + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "1d9e1b3e17328b089b98f3816f881e344fcc10e925421570d2bac92e8b234dee", + "prepared_review_unit_hash": "f1bab03613b2b435e9e76f56cc12e33ae070baa1177948c0adce21d9f7a69b6d", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36091, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37461, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issue reports across different models/features. Only one soft edge looks like a true duplicate/same-bug pair: the HF_HUB_OFFLINE tokenizer cache failure and the Mistral regex/offline model_info call. Everything else appears to be distinct root causes or different model-specific regressions.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report in the accepted duplicate pair: it identifies the specific offline break in `_patch_mistral_regex` via an unconditional `model_info()` call, which is more actionable than the broader symptom report.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, multimodal, training, quantization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the most broadly worded and discussion-heavy item in the set, so it is the best cluster representative by activity, even though the cluster itself appears over-broad.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest representative issue overall because it names the concrete failing code path and the exact offline mode regression.", + "best_issue_reason": "issue:43873 has the strongest combination of open status, inbound references, and discussion activity, making it the most useful single issue to surface as the representative item.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is a config unwrapping bug and the other is a CPU-offload rotary embedding bug; different code paths." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes; too broad to be the same bug." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "One is Qwen2-VL multi-GPU training and the other is progressive generation with inputs_embeds/past_key_values; unrelated problems." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage import/runtime error." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention sink-less crash and Qwen multimodal config unwrapping are different failures." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Both are loading/processor regressions, but one is a model loading failure and the other is an image processor torchvision dependency issue." - }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument error is not the same as a model tokenizer loading failure." + "reason": "Different problems: AddedToken special-arg construction vs loading a specific model from the hub." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning; the other is a visual-encoder key save regression." + "reason": "One is a tie-word-embeddings warning during LoRA finetuning; the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatch, but they concern different models and different concrete failures." + "reason": "Doc/example mistakes for SigLIP2 are unrelated to an OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to quantized model serialization/deserialization via sinq." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training, but one is embedding unpacking with TRL SFT and the other is train-then-evaluate behavior." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve special tokens, but one is a runtime post-processor update feature gap and the other is a BigBirdTokenizer decode bug." + "reason": "Runtime post-processor updates are not the same bug as BigBirdTokenizer special-token registration." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag on a trust_remote_code model." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to Nemotron trust_remote_code metadata." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "One is an inputs_embeds/past_key_values unpacking bug; the other is a train/evaluate lifecycle issue." + "reason": "Gemma-4 FSDP2 KeyError is a distinct forward-pass bug, not the same as the gradient-checkpointing flag issue." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are different training issues." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to abnormal gradient growth under ZeRO-3." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe the same offline tokenizer-loading regression; 44843 gives the specific root cause (`model_info()` called unconditionally in `_patch_mistral_regex`)." - }, - { - "left": "issue:34634", - "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset failure and Qwen3 auto device-mapping cuda assert are unrelated." + "reason": "Both mention offline mode, but one is cache loading and the other is a specific _patch_mistral_regex model_info call path." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3.5 CPU-offload rotary embedding behavior." + "reason": "T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to notebook custom-model initialization in Transformers 5.0.0." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token post-processing and LayoutLMv2 NER padding/truncation crashes are different tokenizer issues." + "reason": "General tokenizers-backend post-processor updates are not the same concrete crash as LayoutLMv2Tokenizer NER/padding failures." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are distinct config/model bugs." + "reason": "cudaErrorAssert on Qwen3 auto device mapping is unrelated to the T5 Apex RMSNorm leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to T5's apex RMSNorm memory leak." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are different multimodal regressions." + "reason": "PEFT checkpoint loading and quantization offloading are separate issues." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex/tokenizer loading, but one crashes on backend_tokenizer access while the other reports codec handling and warning issues; not the same bug." + "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer access while the other reports codec handling/regression behavior." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation errors and quantization/offloading behavior are not the same underlying issue." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "num_labels propagation in Qwen3.5 and degenerate zero-loss classification across models are related only at a high level, not the same defect." + "reason": "SigLIP2 documentation/example issues are not the same as a general quantization offloading problem." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Incorrect masked-LM predictions in CamemBERT and nonsensical AutoModel/pipeline results for SigLIP2 are different model-specific regressions." + "reason": "Deepspeed ZeRO-3 init with BertModel is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Deepspeed ZeRO-3 init/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to GraniteSpeech local checkpoint loading." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression and `list_repo_files` missing revision forwarding are unrelated." + "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation maps in image processing and GenerationMixin import errors are unrelated." + "reason": "Void segmentation-map image processing and a GenerationMixin import error are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and DAC.from_latents STE mismatch are different code paths." + "reason": "Packed-weight unpacking during accelerate loading is a different bug from DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are distinct tokenizer/model-registry issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing failure is unrelated to Gemma 3n audio_mel_mask variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output differences are different model regressions." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to dtype mismatches in SwitchTransformers and TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA and DAC from_latents mismatch do not share the same code path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging bugs are unrelated to single-label-classification zero-loss behavior." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well-grounded in the packet, and the one accepted duplicate pair (42886/44843) is supported by the titles and conservative reasoning. The other soft-edge rejections are cautious and do not overclaim duplication from broad topical similarity 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 }, @@ -4781,285 +4853,271 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:30064", "issue:36331", "issue:39692", - "issue:42915", - "issue:43295", + "issue:41720", + "issue:43322", "issue:43335", "issue:43388", "issue:43421", "issue:43531", "issue:43540", - "issue:43550", - "issue:43618", + "issue:43577", + "issue:43582", + "issue:43606", "issue:43643", + "issue:43644", "issue:43653", - "issue:43697", "issue:43716", - "issue:43720", - "issue:43746", + "issue:43749", "issue:43756", "issue:43782", + "issue:43818", "issue:43819", - "issue:43873", "issue:43950", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", - "issue:44220", + "issue:44442", "issue:44448", + "issue:44479", "issue:44488", - "issue:44625", - "issue:44661", "issue:44671", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44977", + "issue:44991", "issue:45072", "issue:45081", - "issue:45183", + "issue:45084", "issue:45381", - "issue:45479", + "issue:45584", + "issue:45685", "issue:45834", "issue:45987", - "issue:46032", - "issue:46050" + "issue:46032" ], "soft_pairs": [ - "issue:43746|issue:46050", - "issue:44077|issue:44625", - "issue:43653|issue:43720", - "issue:44220|issue:44661", - "issue:43540|issue:44008", - "issue:43618|issue:43697", - "issue:43550|issue:45072", - "issue:42915|issue:43746", - "issue:43746|issue:43873", - "issue:43295|issue:45834", - "issue:43550|issue:43819", - "issue:45183|issue:45479", + "issue:44062|issue:44488", "issue:43388|issue:46032", "issue:43716|issue:44008", - "issue:43335|issue:43756", + "issue:43322|issue:45685", "issue:44186|issue:44898", + "issue:43335|issue:43756", "issue:43653|issue:43819", "issue:43531|issue:43643", - "issue:44062|issue:44488", "issue:43950|issue:45987", "issue:44843|issue:45081", "issue:43643|issue:44877", - "issue:43540|issue:45381", "issue:30064|issue:36331", + "issue:43540|issue:45381", "issue:44448|issue:44671", "issue:43421|issue:44811", + "issue:41720|issue:44991", "issue:39692|issue:45834", - "issue:43782|issue:44977" + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43644|issue:43749", + "issue:44479|issue:45834", + "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "0ea76ffc1dc20c6c18740151a57c7141b2bbb5450380c1aca0e3a6daf5a573b6", + "prepared_review_unit_hash": "a9748c69e9fe53419021c7ff84398c40459b990f5e80272dfc7b6a2724f86644", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35917, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "soft_pair_count": 26, + "serialized_chars": 35193, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous. I would reject all soft pairs as duplicates; they share at most a broad subsystem, not the same concrete bug/change. The most representative issue is the broad quantization/offloading report.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set, with the most discussion/inbound references and a cross-cutting loading/offloading/quantization scope.", + "summary": "No duplicate cluster emerges here: the soft pairs mostly connect unrelated bugs across different models, tokenizers, loaders, and runtime paths. I rejected all soft edges as false positives.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set; the candidates are heterogeneous and do not describe one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best umbrella issue here because it is active, broadly scoped, and closer to an infrastructure-level regression than the other model-specific bugs.", + "best_issue_reason": "None of the issues is a strong global representative because the pairings do not form a coherent duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is PEFT adapter loading from local checkpoints and the other is sinq quantization save/load corruption; different models and different failure modes." + "reason": "Both mention tokenizer loading, but one is an AddedToken argument collision while the other is a model/tokenizer load failure for a specific repo; different bugs." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Different areas entirely: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation in text config." + "reason": "Different domains entirely: metrics gathering in evaluation vs incorrect Mamba2 cache behavior." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking during accelerate loading; unrelated code paths." + "reason": "One is an image preprocessor dtype mismatch, the other is a Gemma3n variable name collision in forward; unrelated failure modes." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Audio feature extraction helper failure vs tokenizer-mapping code generation failure; no shared underlying bug." + "reason": "Segfault in Llava Next loading is unrelated to an MPS histogram kernel not implemented for Int." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Different multimodal models and different root causes: Qwen3OmniMoe video processing error vs Gemma 3n variable-name collision." + "reason": "Tokenizer crashes for NER/padding vs Perceiver image classification shape handling; no shared underlying bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both are v5 regressions, but one is CLIP output attentions assignment and the other is RTDetrV2 output drift; not the same concrete bug." + "reason": "Sparse layer creation in SwitchTransformers and RoPE-layer dropping in Smollm3 are distinct model configuration issues." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different symptoms and paths." + "reason": "Tokenizer special-token registration bug and DAC forward/from_latents mismatch are unrelated code paths." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are unrelated beyond both touching model loading." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig remote-code field loss." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Both involve loading/quantization, but one is PEFT checkpoint loading while the other is offloading behavior under quantization; not the same bug." + "reason": "Both involve API regressions, but one corrupts non-persistent buffers during load while the other returns the wrong type for cache length." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Processor/tokenizer API regression vs long-OCR index error in Kosmos2.5; different subsystems and failures." + "reason": "Both touch _patch_mistral_regex, but one is an offline network call problem and the other is an AttributeError on a tokenizer object; different bugs." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Bamba compile/SDPA bug is unrelated to DAC.from_latents missing-STE mismatch." + "reason": "Remote-code config missing fields and strict config blocking granite_speech loading are separate configuration issues." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both concern input/label handling, but one is XOR validation messaging and the other is zero-loss classification logic; distinct bugs." + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Distributed gather_for_metrics label truncation is unrelated to Mamba2Mixer use_cache incorrect results." + "reason": "Both are video-related Qwen issues, but they affect different model families and different symptoms/paths." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different model families and different issues: image preprocessor/model dtype mismatch vs a forward-pass variable collision." + "reason": "Both are version regressions, but they concern different models and different outputs; not the same bug." }, { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Both are model-configuration mistakes, but they affect different architectures and different misconfigurations." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer NER/padding crash vs image-classification interpolation failure; unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "BigBird tokenizer special-token registration bug has nothing to do with DAC latent decoding mismatch." + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss; different components." + "reason": "CUDA device-mapping assertion on Qwen3 is unrelated to AutoTokenizer failing to load a different model." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "AddedToken special-argument conflict vs model loading failure for cjvt/sleng-bert; not the same root cause." + "reason": "SigLIP2 docs/quantization issues and Kosmos2.5 OCR index errors are separate problems." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both are core API regressions, but one corrupts non-persistent buffers on from_pretrained while the other returns the wrong type from StaticCache.get_seq_length()." + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation are different concrete failures." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Same helper function, but different bugs: unconditional hub metadata lookup offline vs missing backend_tokenizer attribute crash." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; different failures." + "reason": "AutoImageProcessor URL loading and template compilation TypeError are unrelated subsystems." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Both involve video/multimodal Qwen models, but the concrete bugs differ: video input ValueError vs incorrect vision_position_ids." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Completely unrelated: image processor segmentation-map handling vs CustomTrainer compute_loss signature breakage." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing for FastSpeech2Conformer are different tokenizer bugs." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both are model output regressions in v5, but on different models and different code paths." + "reason": "CPU offload device mismatch for bark-small and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same code-path problem." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens handling; related theme, different underlying issue." + "reason": "Non-persistent buffer corruption in from_pretrained and broken FSDP CPU RAM efficient loading are distinct regression classes." }, { - "left": "issue:39692", + "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example errors and Kosmos2.5 OCR index error are separate model-specific problems." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different Qwen variants and different failures: weight_only load error vs flash-attention generation bug." + "reason": "BLIP2 dtype initialization and Apple Silicon caching_allocator_warmup TypeError are unrelated." } ] }, @@ -5078,8 +5136,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -5087,283 +5145,278 @@ "issue:29159", "issue:34634", "issue:36010", + "issue:36331", "issue:42175", "issue:43262", - "issue:43322", - "issue:43404", - "issue:43452", + "issue:43329", "issue:43526", - "issue:43577", "issue:43582", - "issue:43606", "issue:43650", + "issue:43653", "issue:43697", "issue:43720", + "issue:43742", + "issue:43749", "issue:43782", - "issue:43818", "issue:43819", "issue:43825", "issue:43827", "issue:43906", "issue:43994", - "issue:44186", - "issue:44442", - "issue:44479", + "issue:44060", + "issue:44291", + "issue:44368", "issue:44485", "issue:44509", + "issue:44554", "issue:44561", "issue:44610", "issue:44671", "issue:44805", - "issue:44821", "issue:44857", + "issue:44912", "issue:44936", - "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45084", + "issue:45325", "issue:45406", - "issue:45584", - "issue:45685", + "issue:45538", + "issue:45600", "issue:45701", - "issue:45834", "issue:45987", "issue:46192", "issue:46209" ], "soft_pairs": [ - "issue:43577|issue:43818", - "issue:45584|issue:45834", - "issue:44821|issue:45084", - "issue:43322|issue:45685", - "issue:43606|issue:45072", - "issue:44479|issue:45834", - "issue:44186|issue:44442", "issue:34634|issue:36010", "issue:43825|issue:43994", + "issue:44805|issue:44936", "issue:44561|issue:45020", "issue:45987|issue:46192", - "issue:43577|issue:43582", "issue:44485|issue:44509", + "issue:44671|issue:45701", "issue:28218|issue:29159", "issue:44610|issue:45072", - "issue:44805|issue:44936", "issue:43720|issue:45072", - "issue:43452|issue:44991", + "issue:43782|issue:45325", + "issue:43906|issue:46209", "issue:43825|issue:43827", - "issue:43404|issue:43782", "issue:43582|issue:44857", "issue:42175|issue:45081", - "issue:43906|issue:46209", + "issue:43749|issue:44291", "issue:45081|issue:45406", - "issue:44671|issue:45701", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:43650|issue:43906" + "issue:43650|issue:43906", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "5a846f64cfdcad9fc4ff2a566bbe40c6db1446198c4d5af9eef366e07c437590", + "prepared_review_unit_hash": "8876ad7c8b046a6a6440429e5d9d5374fb3a7ff03b0600be377f74d6d13f72f2", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35436, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft-linked pairs mostly share only broad subsystem similarity and do not look like true duplicates of the same bug/change.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "Mostly conservative clustering. issue:28218 remains the best representative issue for the concrete tokenizer added-token spacing bug, but the soft duplicate link to issue:29159 is not strong enough from the available evidence and is rejected.", + "confidence": 0.72, + "canonical_issue_reason": "issue:28218 is the clearest concrete bug report here: it names a specific tokenizer added-token spacing failure, is still open, and has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest tokenizer-regression report and the closest thing to a representative anchor, but the cluster overall is too mixed to have a strong canonical issue.", + "best_issue_reason": "issue:28218 is the strongest single issue candidate overall because it is specific, reproducible in scope, and directly describes the bug at hand.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype remains float32 vs Video-LLaVA missing temporal attention / near-shared towers; different models and failure modes." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty transcription after align_special_tokens vs Kosmos2.5 OCR long-input index error; unrelated modalities and code paths." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading vs Jinja/template compilation error; unrelated loading vs template parsing issues." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next segfault on model load vs MPS histogram not implemented for Int in MOE; different subsystems and symptoms." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "CPU offload device mismatch in Bark-small vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; both are device/dtype issues but not the same bug." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Qwen VL video-input regression vs Kosmos2.5 OCR index error; different models and input pipelines." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding vs AutoTokenizer failing to load a FastSpeech2ConformerTokenizer; both tokenizer-related but not the same failure." - }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure vs GenerationMixin import error; completely different APIs." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import regression are unrelated failure modes." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "pipeline() translation-support error message vs Siglip2 producing nonsensical outputs; docs/error-message issue vs model behavior bug." + "reason": "One is an error-message/docs problem around pipeline support, the other is a model inference regression; same broad v5 theme, not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() affect different code paths and symptoms." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code breakage, but one is a specific removed helper (is_torch_fx_available) and the other is a broad recent-version regression; not the same concrete bug." + "reason": "Both concern remote_code breakage, but they point to different removals and different concrete failures." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache seq_length return-type violation vs return_tensors being ignored with explicit text_kwargs; unrelated API behaviors." + "reason": "A cache length return-type issue is unrelated to return_tensors being ignored when text_kwargs is supplied." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Blip2 dtype stays float32 vs Apple Silicon caching_allocator_warmup TypeError; no shared code path." + "reason": "GLM-5 RoPE discussion and stale pipeline-task docs are not the same underlying issue." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; unrelated implementation vs documentation issues." + "reason": "These are both tokenization-related, but one is a CamemBERT masked-LM regression and the other is a broad version-dependent tokenization change report." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Additional space after added token vs slow/fast tokenizer inconsistency; related area, but not clearly the same underlying bug." + "reason": "The evidence only shows topical overlap: one is an extra space after an added token, the other is a broader slow-vs-fast tokenizer inconsistency report. No body-text linkage or explicit duplicate reference is available here." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo image-size mismatch vs dtype mismatch in a different model family; unrelated regressions." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Mask shape IndexError vs trainer.evaluate() failing after train(); different failure sites and APIs." + "reason": "OmDet-Turbo image-size preprocessing mismatch is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed weights not unpacked during accelerate loading vs bfloat16 dtype mismatch in inference; different loading/inference bugs." + "reason": "Quantized-weight unpacking and bfloat16 dtype mismatch are different concrete loading/inference bugs." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "gguf_file breaking tokenizer/model loading vs a specific tokenizer load failure for EMBEDDIA/est-roberta; both loading regressions, but not the same concrete issue." + "reason": "Different model families and different failure modes: weight_only loading vs RoPE indexing." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is stale docs; not the same bug/change." + "reason": "An isolated reproduction issue is not the same underlying problem as an FP8 inference failure on B200." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Mistral3 lm_head weight tying bug vs Qwen3VL weight_only=True from_pretrained error; different models and root causes." + "reason": "Incorrect error message and stale docs are related to the same removal, but they are still distinct issues." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss; unrelated platforms and subsystems." + "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crash are different backend/runtime failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in pip extra vs Mistral regex patch AttributeError; unrelated packaging vs tokenizer internals." + "reason": "Backend packaging omission and a tokenizer regex crash are unrelated." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Isolated reproduction of an old issue vs FP8 inference failure on B200; no shared underlying bug." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights TypeError are different loading-path regressions." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch failing on tokenizer internals vs Gemma4Processor missing _tokenizer in transformers serve; different objects and code paths." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression vs a broad report that tokenization changes across versions; one is model prediction behavior, the other a tokenizer-level complaint." + "reason": "These are different processor/tokenizer loading crashes with different missing attributes and code paths." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate default mismatch vs DAC.from_latents / forward-pass mismatch; unrelated audio bugs." + "reason": "Audio sampling-rate defaulting and DAC latents/STE mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs RTDetrV2 output changes in v5; both vision-related, but not the same concrete defect." + "reason": "BEiT label reduction and RTDetrV2 output differences are separate model-processing bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder 'ADD THE DATA' issue vs an isolated reproduction report; no substantive overlap." + "reason": "A vague reproduction request is not the same as the underlying bug being reproduced." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code breakage are different loading regressions." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they are only broadly related and do not describe the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness on differing head dims are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables and stale auto_mappings config references are different CI/runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall sweep is conservative, but the one accepted soft edge is still a bit too strong for the evidence in the packet. Issue 28218 is specifically about an extra space after an added token, while 29159 is a broader slow-vs-fast tokenizer inconsistency report; from titles and metadata alone, that supports only topical overlap, not confidently the same underlying bug or a shared fix. I\u2019d reject unless you can ground that duplicate call in body text or explicit linkage." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5376,73 +5429,69 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:34634", + "issue:29159", + "issue:34567", "issue:36010", "issue:36331", "issue:38175", "issue:39692", + "issue:40990", "issue:42490", "issue:43257", "issue:43262", "issue:43329", "issue:43450", + "issue:43452", "issue:43454", - "issue:43526", "issue:43531", "issue:43550", "issue:43577", "issue:43606", "issue:43638", "issue:43643", - "issue:43644", "issue:43645", - "issue:43653", + "issue:43696", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43819", "issue:43854", "issue:43927", - "issue:44060", - "issue:44291", - "issue:44368", - "issue:44554", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", "issue:44589", "issue:44610", + "issue:44617", + "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", - "issue:45020", + "issue:44991", "issue:45042", - "issue:45084", + "issue:45356", "issue:45459", - "issue:45538", - "issue:45600", "issue:45759", "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:43653|issue:44912", - "issue:44060|issue:44368", - "issue:43742|issue:45020", - "issue:45084|issue:45538", - "issue:43329|issue:45600", "issue:44589|issue:45042", "issue:43746|issue:44811", - "issue:43644|issue:43749", "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:44387|issue:44617", "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:36010|issue:43645", - "issue:34634|issue:36331", + "issue:43257|issue:43329", "issue:43854|issue:44977", "issue:39692|issue:44912", "issue:43720|issue:44610", @@ -5450,218 +5499,222 @@ "issue:45459|issue:45803", "issue:43454|issue:43577", "issue:36010|issue:36331", - "issue:43526|issue:44554", "issue:43531|issue:45042", "issue:43262|issue:44811", - "issue:43749|issue:44291", - "issue:43257|issue:43329", + "issue:43257|issue:43696", + "issue:42490|issue:43257", "issue:43643|issue:45759", + "issue:43329|issue:44479", "issue:43329|issue:43450", "issue:43606|issue:45859", - "issue:42490|issue:43257" + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567" ], - "prepared_review_unit_hash": "63d87f296b65d8c95569a02ffa41628308654ad2041bd163889cfda91399d8c6", + "prepared_review_unit_hash": "893cfe24cf5044b6b8ae7e233888fed0a1e39f6f46876fef48e3a3a52eb9014e", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "serialized_chars": 36091, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely related by Transformers loading/processor regressions, but the soft pairs mostly describe different concrete bugs. I did not find any safe duplicate merges, and there are no PRs in the set.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the broadest and most central loading/regression report here, covering recent-version breakage around remote/custom model handling that overlaps the most with the rest of the cluster.", + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer regressions, model-loading/config bugs, trainer behavior, multimodal/audio/video processor issues, and OOM/quantization problems. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are too diverse across subsystems and symptoms to represent one duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best general exemplar because it is high-level, user-facing, and closest to the shared theme of recent Transformers compatibility regressions.", + "best_issue_reason": "No single issue stands out as the best global duplicate hub; the cluster is too mixed for a meaningful canonical issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Different subsystems: tokenizer special-token registration vs MXFP4 quantization loading." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-embedding warnings, but they describe different Qwen warning paths and symptoms." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM key error is a model-specific load failure, not the same as broad remote_code regressions." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Unrelated issues: template compilation error vs tokenizer max length constant." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Video token counting bug is unrelated to removed auto-mapping config references." - }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Storage-object lookup error is unrelated to PIL backend torchvision requirements." + "reason": "Both mention loading/runtime issues, but one is a missing Float8 storage type and the other is an image processor torchvision dependency regression." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading vs Whisper decode flag handling are different code paths." + "reason": "One is a local checkpoint/PEFT loading failure, the other is Whisper batch_decode ignoring skip_special_tokens; different code paths and bugs." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both are loading-related, but one is buffer initialization corruption and the other is FSDP RAM-efficient loading." + "reason": "Both involve training/evaluation, but the first is a ZeRO-3/non-pretrained Bert crash and the second is evaluate() failing after train(); not the same defect." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from loading APIs, but gguf_file support breaking and a tokenizer load regression for est-roberta are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Zero-3/BERT index error is unrelated to trainer evaluate-after-train behavior." + "reason": "Both produce CUDA OOMs, but one is int4 reserved-memory behavior and the other is a video model memory issue; too broad to be duplicates." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure is not the same as quantization fallback during load." + "reason": "One is torch.compile with SDPA on Bamba, the other is MXFP4 loading fallback on gpt-oss; unrelated model/runtime issues." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-id persistence are unrelated bugs." + "reason": "DAC.from_latents vs forward mismatch is a model inference bug, while DiaConfig loses custom token IDs after save/load; different components." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different failures." + "reason": "Both involve model import/definition flows, but GenerationMixin import failure and notebook custom-model initialization breakage are not the same bug." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Bark voice_preset and CustomTrainer loss signature are unrelated issues." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and a multimodal token-count video-branch bug are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." + "reason": "One is a unit-test loading failure for GLM-4.7-Flash; the other is flash-attention generation failure for Qwen3.5." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example mismatch/quantization errors are different from MXFP4 load fallback." + "reason": "Documentation example errors for SigLIP2 and MXFP4 load fallback are different issues, even though both are model-related." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking and OmDet processor image-size mismatch are unrelated." + "reason": "Both are CI/model bugs, but packed-weight unpacking during accelerate loading and processor/model input-size mismatch are different code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo input-shape mismatch." + "reason": "Unexpected zero probabilities in SigLIP2 and an OmDet-Turbo processor size mismatch do not share the same underlying bug." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern exception handling, but they are different functions and different failure modes." + "reason": "Both concern error handling, but protobuf decode exceptions and a bare except in Fuyu tensor conversion are separate problems." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model bugs." + "reason": "AyaVision weight-tying failure and Blip2 dtype propagation issues are unrelated model-loading/model-initialization bugs." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and trainer compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "Beit reduce_labels bug and MPS attention correctness issue are unrelated." + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are different API breakages." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL torchvision dependency are different problems." + "reason": "Qwen3-MoE sliding_window behavior and a PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode special-token handling." + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode skip_special_tokens handling are different processor behaviors." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and init_empty_weights argument handling are distinct loading regressions." + "reason": "Qwen3 MoE load/convert issues and GPT-oss-20b OOM are not the same bug, only broadly model-loading related." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Accelerate/deepspeed weight conversion and multimodal token counting are different code paths." + "reason": "A trailing-slash local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code and the other is composite-config unwrapping." + "reason": "Both are config/loading issues, but trust_remote_code losing fields and AutoModelForCausalLM.from_config not unwrapping text_config are different failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined helper usage in multimodal token counting is not the same as the v5.3.0 video input regression across Qwen VL variants." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video-token helper calls and batched video processor shapes are not the same bug." + "reason": "A video token-counting bug and batched video processor shape bug affect different parts of the video pipeline." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch in Bark is different from Qwen3_5MoE rotary embedding offload incompatibility." + "reason": "CPU offload device mismatch in Bark and Qwen3_5Moe rotary embedding incompatibility are different runtime failures." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting not updating and GPT-oss-20b perplexity are unrelated training vs inference issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a framework loading bug, while disabling mmap on Strix Halo is a platform-specific memory workaround." + }, + { + "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 handling/warning behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL weight-shape mismatch are both Qwen-family, but they are distinct loading bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Trailing-slash path warning and Qwen3 MOE weight conversion are unrelated." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are completely different subsystems." } ] }, @@ -5680,36 +5733,39 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:24643", + "issue:28282", + "issue:29127", "issue:29159", "issue:33357", "issue:34567", - "issue:36331", + "issue:34689", "issue:38175", - "issue:40990", "issue:41720", + "issue:42175", "issue:42915", "issue:43257", "issue:43317", - "issue:43329", - "issue:43404", "issue:43452", "issue:43540", "issue:43577", "issue:43582", - "issue:43696", "issue:43697", "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", "issue:43927", - "issue:43931", "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", "issue:44568", "issue:44737", @@ -5722,7 +5778,6 @@ "issue:45042", "issue:45072", "issue:45137", - "issue:45356", "issue:45357", "issue:45381", "issue:45405", @@ -5730,275 +5785,262 @@ "issue:45538", "issue:45588", "issue:45701", - "issue:45823", - "issue:45907", - "issue:45987" + "issue:45907" ], "soft_pairs": [ - "issue:34567|issue:40990", - "issue:44568|issue:45356", - "issue:43329|issue:44479", - "issue:29159|issue:34567", "issue:42915|issue:43742", "issue:44291|issue:45042", + "issue:42915|issue:44821", "issue:44849|issue:45701", - "issue:43257|issue:43931", "issue:43452|issue:43582", - "issue:41720|issue:43540", + "issue:44987|issue:45538", "issue:43927|issue:44912", - "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:42915|issue:45538", "issue:43697|issue:45357", "issue:44568|issue:45488", + "issue:44479|issue:45381", "issue:33357|issue:34567", - "issue:42915|issue:45538", - "issue:44987|issue:45538", "issue:43540|issue:44479", - "issue:44479|issue:45381", + "issue:42175|issue:43824", "issue:43540|issue:44560", "issue:43317|issue:45538", + "issue:44062|issue:44991", "issue:24643|issue:29159", "issue:45137|issue:45405", + "issue:43577|issue:45072", "issue:44987|issue:45907", + "issue:28282|issue:34689", "issue:43742|issue:44291", - "issue:43577|issue:45072", - "issue:44062|issue:44991", + "issue:43257|issue:43756", + "issue:28282|issue:29127", + "issue:42175|issue:44488", + "issue:43582|issue:43782", + "issue:42915|issue:43749", "issue:38175|issue:44898", - "issue:44737|issue:45588", - "issue:43540|issue:45823", - "issue:43404|issue:45987", - "issue:43257|issue:43696", - "issue:34567|issue:36331" + "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "92b018eae36bb2194fab2962c31dd7ca487a4886b306774885e0e6c40d8f9be5", + "prepared_review_unit_hash": "4198df393fbffe6908bb8cf8fb482e5278218047133717b2b723fc0fc3bdd2b2", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37766, - "estimated_input_tokens": 9442, - "estimated_eval_tokens": 19140 + "soft_pair_count": 31, + "serialized_chars": 37036, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are clearly unrelated despite superficial lexical overlap. The only strong duplicate-style match is the Qwen video-input regression pair, where the specific qwen2.5-vl vision_position_ids bug is plausibly the same underlying v5.3.0 video regression affecting multiple Qwen VL variants.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44479 is the broadest, most central report: a v5.3.0 video-input regression spanning multiple Qwen VL variants, and it cleanly subsumes the more specific qwen2.5-vl symptom in issue:45381.", + "summary": "This cluster is mostly heterogeneous: it contains many unrelated model-loading, tokenizer, video, quantization, and backend issues. There are a few thematic overlaps, but none are strong enough to treat as safe duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45701 is the broadest, most reference-heavy report and is the closest thing to an umbrella tokenization regression, but the overall set is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it describes the shared concrete regression at the right abstraction level and is broad enough to anchor the only convincing duplicate pair.", + "best_issue_reason": "Issue 45701 is the best general issue candidate because it is broad and has the most inbound references; however, it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Unrelated symptoms: TrainerState token counters vs GPT-OSS perplexity on WikiText." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and different failure modes; no clear same code path." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Both involve video processing, but 43329 is an undefined-name bug in multimodal token counting while 44479 is a broader Qwen video-input regression." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's token accounting." - }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different loading failures: Qwen3 MoE FP8 config vs MobileLLM key error." + "reason": "Different failures: Qwen3Moe FP8 loading vs MobileLLM key error. No shared code path evident." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized is unrelated to PIL image processor torchvision requirements." + "reason": "init_empty_weights argument handling is unrelated to image processor torchvision dependency checks." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to a tokenizer version-change report." + "reason": "Qwen3Moe FP8 load error is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Both are Qwen3 loading issues, but one is MoE weight conversion under accelerate+deepspeed and the other is a weight-shape mismatch for Qwen3-VL." + "reason": "One is a Qwen3.5 hidden-state bug; the other is a vague tokenization regression report, not the same concrete defect." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF/AutoTokenizer loading and Apple Silicon allocator warmup are unrelated." + "reason": "GGUF auto-loading breakage and AppleSilicon allocator warmup TypeError are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Different Qwen3 failures: auto device mapping cuda assert vs video-input ValueError." + "reason": "Model loading failure for a specific repo vs CLIPTokenizer max_length bug; different subsystems." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-id persistence is unrelated to MXFP4 quantization fallback." + "reason": "DiaConfig token-id persistence bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: device-mapping CUDA assert vs video-input ValueError." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL are unrelated." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different problems." + "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained key serialization." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizer classes and different underlying behavior." + "reason": "BOS/EOS insertion regression is different from the LlamaTokenizer pre-tokenizer override issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but one is a broad v5.3.0 regression and the other is a qwen2.5-vl position-id bug; not the same concrete defect." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token counts." + "reason": "MacOS bus error on CLIP vs TrainerState token counter not updating are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Qwen3 MoE FP8 loading is unrelated to CLIPTokenizer max_length handling." + "reason": "Both mention video input regressions, but they target different model families and the titles do not indicate the same underlying bug." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length." + "reason": "Backend packaging issue for tensorflow extras vs a specific missing model import; unrelated." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Both mention video, but one is Qwen3OmniMoe video-input processing and the other is a broader Qwen VL regression." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "45381 looks like the same video-input regression as 44479, just reported as a specific qwen2.5-vl vision_position_ids symptom." + "reason": "Different Qwen video failures: Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Different tokenizer issues: add_special_tokens/BOS-EOS behavior vs LlamaTokenizer overriding ByteLevel pre-tokenization." + "reason": "Dequantized device_map loading failure and CLIPTokenizer max_length are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "XLNet CPU tensor creation bug is unrelated to flash_attention s_aux=None crash." + "reason": "AddedToken constructor TypeError is not the same as a repo-specific tokenizer loading failure." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Loading a model called physical-intelligence/fast is unrelated to list_repo_files not forwarding revision." + "reason": "DeepSpeed training weight-shape RuntimeError is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Key error loading MobileLLM and init_empty_weights argument handling are different code paths." + "reason": "ZeRO3 deque IndexError has nothing to do with the PEFT version bump." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model families and likely different bugs." + "reason": "Both mention dtype, but one is BLIP2 load casting and the other is bfloat16 inference mismatches in different models." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "General model loading failure vs list_repo_files revision forwarding; different APIs and symptoms." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver interpolation failure." + "reason": "Missing PyTorch import error is unrelated to Llama 3.2 vision model loading breakage." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Relative positional encoding on CPU is unrelated to sink-less flash-attention handling." + "reason": "MobileLLM key error and init_empty_weights unexpected argument are separate model-loading bugs." }, { - "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Qwen3OmniMoe video-input failure is unrelated to Gemma4 PLE device mismatch." + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE layer count." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "lm_head weight tying in Mistral3 image-text generation is unrelated to StaticCache sequence-length return type." + "reason": "PyTorch-not-found ImportError and LayoutLMv3 box-clarity error are unrelated." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "MoE weight conversion/loading and CUDA OOM are not the same bug." + "reason": "Packaging/backends issue and a specific model load failure do not describe the same defect." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "TrainerState token tracking and custom compute_loss kwargs are unrelated." + "reason": "AppleSilicon allocator TypeError and Qwen3VL weight_only load error are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is different from FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed weight-dimension error is unrelated to tokenizer slow/fast inconsistency." + "reason": "Siglip2 zero-probability behavior is not the same as Perceiver non-default-resolution classification failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to flash_attention s_aux=None crash." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (issue:44479 / issue:45381) is a conservative fit: both describe the same Qwen video-input regression at the same version line, with 44479 explicitly spanning qwen2_5_vl and related Qwen VL variants. The rejections also stay conservative and do not overclaim shared root causes from superficial lexical overlap." - }, - "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 }, @@ -6010,31 +6052,29 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:24643", - "issue:28282", "issue:29127", - "issue:34689", - "issue:36010", - "issue:42175", - "issue:43257", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43404", "issue:43452", "issue:43493", "issue:43526", "issue:43531", - "issue:43582", + "issue:43540", "issue:43643", - "issue:43646", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:43906", "issue:43994", "issue:44062", @@ -6043,14 +6083,13 @@ "issue:44514", "issue:44589", "issue:44625", - "issue:44756", "issue:44792", "issue:44821", "issue:44877", "issue:44898", "issue:44913", + "issue:44936", "issue:44964", - "issue:44977", "issue:45042", "issue:45081", "issue:45216", @@ -6061,241 +6100,230 @@ "issue:45405", "issue:45479", "issue:45600", + "issue:45823", "issue:45920", - "issue:46121" + "issue:45987", + "issue:46121", + "issue:46202" ], "soft_pairs": [ - "issue:44913|issue:46121", - "issue:44062|issue:45081", + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43526|issue:45479", "issue:43906|issue:45381", - "issue:43646|issue:43749", - "issue:43257|issue:43756", "issue:43493|issue:43994", - "issue:36010|issue:42175", "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43756|issue:45325", + "issue:44913|issue:46121", + "issue:44062|issue:45081", "issue:44792|issue:44964", - "issue:43749|issue:44756", - "issue:42175|issue:43824", "issue:45042|issue:45081", - "issue:28282|issue:34689", "issue:45357|issue:45920", "issue:43742|issue:44589", "issue:43452|issue:44488", + "issue:43531|issue:44821", "issue:45405|issue:45600", - "issue:43526|issue:45479", "issue:43643|issue:45375", - "issue:28282|issue:29127", - "issue:43531|issue:44821", - "issue:43756|issue:45325", "issue:44625|issue:44877", - "issue:43582|issue:44977", + "issue:24643|issue:29127", "issue:43720|issue:44898", "issue:43697|issue:45216", + "issue:43906|issue:46202", + "issue:41762|issue:44936", "issue:44514|issue:45381", - "issue:24643|issue:29127" + "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "cdd7115b88461beb19037a12c196bba7a32e91e2c953e8810ad0060f26b469b6", + "prepared_review_unit_hash": "235f889915f923f48b9c80337121d62e628be8c6203601e1bf73648be443316e", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36371, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "soft_pair_count": 26, + "serialized_chars": 35835, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "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 loading, config propagation, tokenization, multimodal models, and backend/package regressions. I only see one plausible duplicate pair (SigLIP2 discrepancy vs nonsensical outputs); the rest are too different to merge safely.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43493 is the clearest root-cause style report and best matches the only plausible duplicate pair in the set; most other items are unrelated bug reports.", + "summary": "Mostly unrelated issue set with only two plausible duplicate pairs: a Qwen2.5-VL video-position regression and a SigLIP2 implementation discrepancy. The remaining soft pairs look like distinct bugs or changes across different models/code paths.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; most items are model-specific and unrelated. If an umbrella issue is needed, the broad open tokenizer regression (issue:45920) is the best general representative, but it does not match the soft pairs directly.", "canonical_pr_reason": null, - "best_issue_reason": "43493 is the strongest representative issue for the cluster because it describes the underlying SigLIP2 behavior rather than a downstream symptom. It is still not a good umbrella for the rest of the items.", + "best_issue_reason": "issue:45920 is the broadest open regression here and would be the best umbrella issue if one had to anchor the cluster, though it is not a duplicate of the soft-pair candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44913", - "right": "issue:46121", - "accept": false, - "reason": "Both concern config/rope handling, but one is a reload defaulting bug and the other is a JSON-list type error in rope validation; different code paths and failure modes." - }, - { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor clash and the other is a Mistral regex patch/backend_tokenizer crash; not the same bug." + "reason": "Different models and failures: Qwen3OmniMoe video-processing ValueError vs Gemma4 device-mapping mismatch." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "The first is an isolated reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression. No concrete overlap." + "reason": "Unrelated bugs: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "One is custom model initialization breaking in Transformers 5.0; the other is FSDP CPU RAM efficient loading breaking. Similar area, but not the same problem." + "reason": "Different components and symptoms: BEiT image label reduction vs sequence-classification zero-loss bug." }, { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Different models and different bugs: Qwen3 MOE accelerate/deepspeed weight conversion vs Smollm3 RoPE layer dropping." + "left": "issue:43906", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL video/position-id regression; one is an isolated reproduction of the same underlying bug." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both are about SigLIP2 behaving incorrectly: an HF-vs-JAX discrepancy and a symptom of wrong/nonsensical outputs through AutoModel/pipeline. Same underlying model implementation issue." - }, - { - "left": "issue:36010", - "right": "issue:42175", - "accept": false, - "reason": "An import error for GenerationMixin is unrelated to a packaging/backend omission of TensorFlow in the torch extra." + "reason": "Same SigLIP2 problem: HF implementation diverges from JAX and yields nonsensical outputs for the same model family." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "The first is an init_empty_weights argument mismatch; the second is an AutoImageProcessor URL-loading issue. Different subsystems and failures." + "reason": "Different load paths: init_empty_weights/_is_hf_initialized TypeError vs loading AutoImageProcessor from URL." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both are multimodal/model-loading complaints, but they involve different models and different breakages." + "reason": "Different trainer regressions: num_input_tokens_seen tracking vs CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading issues with no shared concrete bug." + "reason": "Both involve RoPE, but they are different model-specific bugs with different mechanics and fixes." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "One is about backend packaging for pip extras; the other is a missing Qwen2_5_VLForConditionalGeneration import. Unrelated." + "reason": "Different config issues: GPTNeoX rotary_pct reload regression vs rope-validation TypeError on JSON-loaded lists." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "PIL backend torchvision dependency regression is unrelated to Mistral tokenizer regex patch crashes." + "reason": "Different tokenizer bugs in different code paths; no shared concrete underlying defect." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal failures, but they involve different models and failure modes." + }, + { + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "A missing PyTorch ImportError is not the same as a specific Llama 3.2 Vision model-loading regression." + "reason": "PIL/torchvision backend dependency regression is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key corruption and AutoTokenizer token-id regression are different bugs affecting different APIs." + "reason": "Different regressions: Qwen3.5 save_pretrained visual-key issue vs broad AutoTokenizer wrong-token-id bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are distinct loading/runtime issues." + "reason": "Different loading failures with different root causes: key error for MobileLLM vs missing Float8 storage object." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file handling in from_pretrained and sleng-bert load failure are not the same underlying defect." + "reason": "Both concern model loading, but the described failures and likely code paths are not the same." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "PEFT version pinning and auto_mappings stale config references are separate CI/package maintenance problems." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from a URL." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are unrelated label-handling bugs." + "reason": "Unrelated maintenance issues: PEFT version pin vs stale auto_mappings references." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Generic trust_remote_code field loss and a specific Qwen3_5MoeVisionConfig strict-field drop are different config-loading issues." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Missing PyTorch and a LayoutLMv3 box-content clarity issue are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading have no shared code-path." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both mention RoPE-related behavior, but one drops layers in Smollm3 and the other mis-scales Qwen2.5-VL temporal positions; different bugs." + "reason": "Both mention missing config fields, but one is generic trust_remote_code loading and the other is a specific strict-config field drop." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation and strict config loading are separate config-handling issues." + "reason": "Different config propagation bugs on different models; not the same underlying issue." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Different domains entirely: DeepSpeed training weight-shape error vs LayoutLMv3 box-info error messaging." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failures are unrelated model-specific regressions." + "reason": "Different model/backend regressions: BitNet packed-weight loading vs Perceiver interpolation failure." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different regression types." + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Different problems: Qwen2.5-VL video-position reproduction vs Gemma tokenizer roundtrip failure on a specific token." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer.train()/evaluate() interaction failure are distinct issues." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding behavior and the other is video position-id logic; not the same bug." + "reason": "Same model family, but different code paths: chat-template batching crash vs video position-id bug." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "A DeepSpeed weight-shape runtime error is unrelated to LayoutLMv3 box-information error messaging." + "reason": "Different training/runtime bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted pair (43493/43994) is a plausible duplicate on the face of the titles, and the rest of the soft-edge rejections are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausibly same-bug matches based on the titles, and the remaining pairs are mostly rejected with cautious reasoning rather than overclaiming duplicates. No pull-request mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -6316,22 +6344,25 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ + "issue:28282", "issue:29159", "issue:30064", + "issue:32090", "issue:33357", "issue:33666", + "issue:35141", "issue:38175", "issue:41720", - "issue:41762", "issue:43295", "issue:43452", "issue:43531", - "issue:43550", "issue:43577", - "issue:43643", + "issue:43646", "issue:43653", + "issue:43688", "issue:43697", "issue:43742", + "issue:43749", "issue:43819", "issue:43906", "issue:43927", @@ -6342,32 +6373,29 @@ "issue:44484", "issue:44493", "issue:44514", - "issue:44561", "issue:44568", "issue:44704", "issue:44743", "issue:44811", "issue:44843", "issue:44936", - "issue:44977", "issue:44991", "issue:45005", "issue:45290", "issue:45356", "issue:45372", + "issue:45440", "issue:45542", - "issue:45588", + "issue:45701", + "issue:45704", "issue:45823", "issue:46050", "issue:46170", - "issue:46178", - "issue:46202", - "issue:46209" + "issue:46178" ], "soft_pairs": [ - "issue:41762|issue:44936", "issue:43452|issue:43577", - "issue:43906|issue:46202", + "issue:44493|issue:46050", "issue:44466|issue:45005", "issue:43452|issue:44843", "issue:45372|issue:46170", @@ -6376,241 +6404,235 @@ "issue:30064|issue:33666", "issue:43295|issue:45356", "issue:44484|issue:44704", + "issue:28282|issue:32090", "issue:43653|issue:44361", "issue:44361|issue:44442", "issue:45542|issue:46178", "issue:44514|issue:45290", + "issue:28282|issue:33357", + "issue:44464|issue:44743", "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:41720|issue:43906", "issue:43653|issue:44568", "issue:43577|issue:43697", - "issue:44464|issue:44743", - "issue:44493|issue:46050", "issue:44843|issue:44991", "issue:29159|issue:33357", + "issue:43688|issue:45704", "issue:43531|issue:43742", + "issue:43646|issue:43749", "issue:43653|issue:43927", - "issue:41720|issue:43906", - "issue:44464|issue:44977", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:44977|issue:46209", - "issue:43643|issue:44561", - "issue:43577|issue:45588" + "issue:43688|issue:45701", + "issue:43688|issue:45440" ], - "prepared_review_unit_hash": "c9f95305bb61924128445043ae2d4669fa0efe0c84108a2f9107ef3144e0b9d3", + "prepared_review_unit_hash": "a420bdeee0a25c8dcab024a2287a5ca16d9516a45f50ad2cc8f1eeaf4c5ba1c2", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36587, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most items are distinct Transformers bugs across tokenizers, processors, generation, loading, and device/runtime paths. The soft-similarity links are mostly superficial, so I would not merge any of these pairs as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43653 is the closest hub in this set because it is a tokenizer-specific regression and overlaps with several other tokenizer-adjacent reports, but the overall cluster is too mixed to represent a single true bug.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs (tokenization, model loading, training, serialization, and backend/env issues). I don\u2019t see any true duplicate pairs; the soft edges are only superficial topic similarity.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43452 is the closest thing to a cluster anchor because several nearby items are tokenizer/AutoTokenizer/from_pretrained loading regressions, and it has a concrete, actionable failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43653 is the least-bad representative of the cluster, but only as a loose tokenizer-regression anchor rather than a genuine canonical duplicate.", + "best_issue_reason": "issue:43452 is also the strongest standalone issue in this set: specific reproduction surface, clear user impact, and a well-defined code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 load-time IndexError vs trainer.evaluate() post-train behavior." - }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "One is gguf_file/tokenizer-model loading breakage; the other is Blip2 dtype propagation staying float32." + "reason": "Different failures: gguf/AutoTokenizer loading vs Blip2 dtype propagation; not the same bug." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Unrelated bugs: isolated reproduction of an older issue vs Gemma pipeline roundtrip on \u2581." + "reason": "Both involve weights/state handling, but one is a position-id key warning and the other is post-save quantization breakage; different code paths." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but one is serialization inconsistency and the other is translation-model loading behavior in v5." + "reason": "Both mention tied weights, but one is serialization by device and the other is a broader translation-model v5 issue; not enough to merge as one bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Different code paths: gguf_file loading failure vs unconditional model_info() call breaking offline mode." + "reason": "Both are loading-related, but one is gguf_file breakage and the other is offline Mistral regex/model_info behavior; distinct regressions." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import dependency issue vs Windows/ROCm torch.distributed import problem." + "reason": "Both are import/dependency problems, but with different platforms and libraries; not the same underlying defect." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Completely different model/domain issues: DAC latent conversion vs Whisper batch_decode special-token handling." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluation bug vs Gemma4 PLE device placement mismatch." + "reason": "Trainer lifecycle failure vs Gemma4 PLE device-mapping mismatch; different subsystems and symptoms." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing is unrelated to Qwen2-VL multi-GPU training." + "reason": "Both concern training/vision-ish use cases, but void segmentation processing and Qwen2-VL multi-GPU training are unrelated bugs." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer regression with images is not the same as Kimi tokenizer codec/regex handling." + "reason": "Both are regressions, but one is a processor/tokenizer API break and the other is Kimi-K2.5 codec handling; not the same code-path problem." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size policy is unrelated to AutoProcessor forwarding kwargs to cached_file." + "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated loading/saving concerns." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs Trainer GPU broadcast NoneType error; different causes and fixes." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but BigBird special-token registration and MLuke task AttributeError are different failures." + "reason": "Both are tokenizer issues, but special-token registration and MLuke task AttributeError are different bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLuke tokenizer task error and AutoTokenizer loading FastSpeech2ConformerTokenizer are different loader/runtime issues." + "reason": "Different tokenizer failures: MLuke task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is not the same as tensorflow_text being missing from BACKENDS_MAPPING." + "reason": "Backend initialization errors, but TensorBoard-without-TensorFlow and tensorflow_text backend mapping are separate problems." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same API surface, but batched padding=False crash differs from tool-call assistant-message crash." + "reason": "Both hit chat/template processing, but batched padding=False failure and tool-call/no-content crash are distinct edge cases." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "SigLIP2 zero probabilities are unrelated to processor.tokenizer/image-passing regression." + "reason": "ImportError for missing PyTorch vs MacOS bus error with community CLIP; unrelated failure modes." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Special-token decode bug in BigBirdTokenizer is distinct from mdeberta BOS/EOS not being added." + "reason": "Chunked generation compiled-forward inconsistency and Qwen3 recurrent-state reset are different generation bugs." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output drift are different model behaviors and code paths." + "reason": "Siglip2 zero-probabilities vs processor/tokenizer regression; no shared concrete code path." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 recurrent states resetting under cache." + "reason": "Dependency import failure vs post_init tied-embedding reinitialization; unrelated." }, { - "left": "issue:44493", - "right": "issue:46050", - "accept": false, - "reason": "Unexpected position-id key handling differs from quantized-model save/load breakage." - }, - { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Offline-mode mistral regex patch issue is different from tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Both mention runtime failures, but A800 cudaErrorAssert and the isolated reproduction of a previous issue are not the same bug." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to MacOS bus error loading a community CLIP model." + "reason": "Special-token registration bug vs add_special_tokens not adding BOS/EOS; tokenizer-related but different behaviors and models." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading facebook/MobileLLM-125M." + "reason": "Blip2 dtype handling and RTDetrV2 output divergence are unrelated model-specific regressions." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "BigBird special-token decode bug and DiaConfig losing custom token IDs are different save/load issues." + "reason": "Both are tokenizer-loading regressions, but one is offline/Mistral regex and the other is EMBEDDIA/est-roberta loading; different concrete issues." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "A800 auto device-map cudaErrorAssert is unrelated to the isolated reproduction issue." + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with CLIP; only broad tokenizer theme overlaps." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Compiled-forward chunked generation instability is not the same as flash-attention generation failure in Qwen3.5." + "reason": "Aux-loss normalization in MoE models vs T5 apex RMSNorm memory leak; different model families and fixes." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to DiaConfig token ID persistence." + "reason": "Qwen3-MoE sliding_window recurrence and MobileLLM key error are unrelated model-loading/runtime bugs." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer task AttributeError." + "reason": "Custom model init breakage in v5 vs FSDP CPU RAM efficient loading regression; different affected paths." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is different from FP8 inference failure on B200." + "reason": "Both involve token IDs/special tokens, but BigBird decode emptiness and DiaConfig save/load token-ID loss are different defects." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is not the same as removing is_torch_fx_available breaking remote-code models." + "reason": "MoE auxiliary-loss normalization vs generic tokenization changes; no shared concrete bug." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Blip2 dtype issue is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Aux-loss normalization and DeepseekV3MoE divergence are different MoE issues with different symptoms and code paths." } ] }, @@ -6629,22 +6651,21 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:28282", + "issue:28218", "issue:32090", "issue:33357", "issue:33666", "issue:34567", - "issue:35141", "issue:36010", "issue:36331", - "issue:39692", "issue:41720", "issue:43262", + "issue:43278", "issue:43295", "issue:43452", "issue:43493", @@ -6654,6 +6675,7 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43643", "issue:43688", "issue:43720", "issue:43742", @@ -6667,16 +6689,16 @@ "issue:44466", "issue:44479", "issue:44554", + "issue:44561", "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", - "issue:44964", + "issue:44977", "issue:45357", - "issue:45405", - "issue:45440", "issue:45491", + "issue:45588", "issue:45823", "issue:46002", "issue:46050", @@ -6684,252 +6706,273 @@ "issue:46209" ], "soft_pairs": [ + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:43577|issue:45588", "issue:32090|issue:34567", - "issue:28282|issue:35141", + "issue:43577|issue:44554", "issue:43504|issue:43550", "issue:43504|issue:43720", - "issue:41720|issue:44464", "issue:43504|issue:44610", - "issue:45491|issue:46002", "issue:32090|issue:33666", - "issue:33666|issue:36010", "issue:44466|issue:46050", + "issue:33666|issue:36010", "issue:43742|issue:44821", - "issue:43688|issue:45440", "issue:45823|issue:46050", "issue:43720|issue:43927", "issue:43262|issue:43295", "issue:43606|issue:43927", - "issue:28282|issue:32090", "issue:43452|issue:44451", "issue:44849|issue:46209", - "issue:28282|issue:33357", "issue:43994|issue:46192", + "issue:43278|issue:43688", "issue:43525|issue:43572", "issue:33666|issue:36331", "issue:43720|issue:44361", "issue:43756|issue:44913", + "issue:44625|issue:46002", + "issue:28218|issue:33357", "issue:43493|issue:43825", - "issue:44849|issue:45357", - "issue:44479|issue:44625", - "issue:44964|issue:45405", - "issue:39692|issue:43493", - "issue:43577|issue:44554" + "issue:44849|issue:45357" ], - "prepared_review_unit_hash": "637eb13b9fb0799d4536528772077f5920a3029c66ca0f970685ee96f40c3c3d", + "prepared_review_unit_hash": "6cd7b6826a5ce2bd4dc80a4a0e92fa5853128524fe0b9c02c329714a9c6eadfc", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37132, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "soft_pair_count": 34, + "serialized_chars": 37937, + "estimated_input_tokens": 9485, + "estimated_eval_tokens": 19226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial similarities across unrelated bugs; none look like the same underlying issue or a mergeable duplicate PR. This set is a grab-bag of model-loading, trainer, config, and inference regressions rather than one coherent defect cluster.", - "confidence": 0.27, - "canonical_issue_reason": "Issue 43504 is a clean, self-contained load-time bug report with a concrete failure mode, making it the best anchor among these mostly unrelated reports.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across tokenizers, trainers, vision/audio processors, config serialization, device mapping, and model-specific regressions. No soft pair looks like the same underlying defect or a mergeable duplicate PR-equivalent change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the items are a broad grab-bag of unrelated bugs (tokenization, training, loading, device mapping, serialization, vision/audio, etc.), so there is no single duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43504 is the strongest representative issue here because it is specific, reproducible, and centered on a concrete code path rather than a vague symptom.", + "best_issue_reason": "No strong best issue candidate: none of the issues subsumes the others, and the cluster is too mixed to collapse around one representative bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and token-count tracking bug are different training subsystems and failure modes." + "reason": "Both involve generation, but one is chunked generation with compiled forward and the other is a flash-attention regression in Qwen3.5; different code paths and failures." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Missing PyTorch import and output embedding reinitialization in post_init are unrelated bugs." + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a config save/load regression losing custom token IDs. Same broad area, different bug." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Legacy-field model loading failure vs torch.compile/SDPA failure in Bamba are different code paths and models." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches, while the other is classification head NaNs after checkout/init." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 config; unrelated symptoms and components." + }, + { + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "BEiT preset loading bug and BitNet packed-weight accelerate loading bug are distinct model-loading issues." + "reason": "Bamba torch.compile SDPA failure vs MLukeTokenizer AttributeError on tasks; different models and failure modes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert and chunked-generation compiled-forward inconsistency are separate runtime bugs." + "reason": "Qwen3 auto device-mapping cuda assert is a device-placement bug, not the same as chunked generation inconsistency under compiled forward." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Pretrained preset load failure is unrelated to OmDet processor/model input-size mismatch." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology and model behavior." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is breakage from removing is_torch_fx_available. Related context, but not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Both involve NaNs, but one is a Gemma3 sliding-window GPU issue and the other is a classification-head init/checkout issue." + "reason": "BLIP2 dtype staying float32 vs flash_attention crash on s_aux=None; unrelated subsystems." }, { "left": "issue:32090", - "right": "issue:33666", + "right": "issue:34567", "accept": false, - "reason": "Custom Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + "reason": "Trainer broadcast TypeError with NoneType vs TrainerState.num_input_tokens_seen not updating; distinct trainer issues." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype handling on BLIP2 vs MPS attention correctness when value head dim differs from query; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-load legacy field bug vs Bamba torch.compile SDPA failure; both model-related, but not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy preset field issue in Beit and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading preset failure vs OmDet-Turbo processor producing 640px inputs instead of 224px; different layers of the stack." + }, + { + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; not the same bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head serialization inconsistency and sinq quantization save/load breakage are different persistence bugs." + "reason": "Serialization of lm_head.weight varying by device vs quantized-sinq save_pretrained/from_pretrained breakage; both persistence issues, but different mechanics." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "MobileLLM checkpoint load failure and AutoImageProcessor URL loading are different object-loading paths." + "reason": "Multi-GPU training on Qwen2-VL vs GenerationMixin import error; unrelated failures." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Aux-loss normalization bug and DeepSeekV3 implementation divergence are different correctness issues." + "reason": "Loading facebook/MobileLLM-125M key error vs AutoImageProcessor URL loading; both load failures, but different artifacts and causes." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 auto device-map mismatch and quantized model save/load breakage are unrelated." + "reason": "Gemma4 device mismatch with auto device_map vs quantized-sinq persistence failure; not the same underlying issue." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different models and failure modes." + "reason": "BitNet packed weights not unpacked during accelerate loading vs DiaConfig losing custom token IDs on save/load; both are load-time regressions, but unrelated." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are distinct processor bugs." + "reason": "Audio apply_chat_template defaulting to 16kHz vs processor.tokenizer / image-tokenizer regression in custom model code; different processor bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config token-ID loss on save/load are unrelated." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "Missing torch import and Trainer broadcast TypeError are completely different errors." + "reason": "CPU offload device mismatch in bark-small vs config save/load token ID loss in DiaConfig; unrelated defects." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage and inability to load a specific model are different load failures." + "reason": "gguf_file breaks AutoTokenizer/AutoModelForCausalLM loading, while the other is a specific ScandiBERT load failure; too generic to be the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are unrelated." + "reason": "Qwen3.5 output_hidden_states bug vs FP8 inference failure on B200; different model behavior and runtime path." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "PyTorch import error and MacOS bus error on CLIP are not the same underlying bug." + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline vs return_tensors being ignored when text_kwargs is passed; different API layers." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored are separate API regressions." + "reason": "Embedding dtype mismatch between train/eval vs auxiliary loss normalization bug in OLMoE/GPT Oss; not the same failure." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar only superficially; they affect different configs and fields." + "reason": "Both are missing pad-token fields after v5-era changes, but one is Llama4Config.pad_token_id and the other is StableLmConfig.pad_token_idx; similar class, different bug." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training issue and custom compute_loss signature mismatch are unrelated trainer problems." + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss unexpected num_items_in_batch; unrelated training issues." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different bugs." + "reason": "BitNet accelerated-loading bug vs MLukeTokenizer AttributeError on tasks; different code paths and models." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer-count bug and GPTNeoXConfig rotary_pct reload bug are different configuration issues." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-encoder key regression are different failure modes." + "reason": "Smollm3 dropping RoPE layers at construction vs GPTNeoXConfig rotary_pct resetting on reload; both touch rotary settings, but one is model architecture and the other is config persistence." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Video-input regression and num_labels propagation bug are separate Qwen3.5 issues." + "reason": "Qwen3.5 num_labels propagation bug vs NaNs in classification heads after checkout/init; different symptoms and likely causes." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Model load failure and PEFT version pinning are unrelated." + "reason": "Tokenizer extra-space-after-added-token bug vs MacOS bus error with pretrained CLIP; completely different failures." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "SigLIP2 doc-example failures and SigLIP2 implementation divergence are not the same concrete bug." + "reason": "SigLIP2 HF-vs-JAX discrepancy vs pipeline error message wrongly implying translation support; no shared underlying code defect." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Blip2 dtype-loading bug and MPS attention correctness issue are unrelated." + "reason": "Qwen3.5 hidden_states bug vs incorrect visual encoder keys in save_pretrained; both Qwen3.5-related but different code paths." } ] }, @@ -6948,8 +6991,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -6969,12 +7012,13 @@ "issue:43606", "issue:43646", "issue:43653", - "issue:43688", - "issue:43749", + "issue:43701", "issue:43756", "issue:43824", "issue:43844", + "issue:43873", "issue:43927", + "issue:43994", "issue:44112", "issue:44291", "issue:44361", @@ -6982,12 +7026,13 @@ "issue:44464", "issue:44466", "issue:44488", + "issue:44493", "issue:44568", "issue:44589", - "issue:44625", "issue:44734", "issue:44792", "issue:44843", + "issue:44964", "issue:44977", "issue:45083", "issue:45200", @@ -6995,245 +7040,251 @@ "issue:45405", "issue:45520", "issue:45584", - "issue:45701", - "issue:45704", "issue:45759", "issue:45812", - "issue:45823" + "issue:45823", + "issue:46050" ], "soft_pairs": [ - "issue:43688|issue:43749", + "issue:44964|issue:45405", + "issue:39692|issue:43493", "issue:44568|issue:45812", "issue:43540|issue:44977", "issue:45200|issue:45229", "issue:44488|issue:44843", + "issue:43493|issue:43844", "issue:43334|issue:43572", + "issue:43278|issue:43844", "issue:39692|issue:43295", - "issue:43756|issue:45083", "issue:43334|issue:45759", - "issue:43688|issue:45704", + "issue:43756|issue:45083", "issue:43646|issue:44466", - "issue:43493|issue:43844", "issue:43824|issue:44589", + "issue:43257|issue:43299", "issue:45229|issue:45823", "issue:33357|issue:33666", "issue:43927|issue:44361", "issue:43504|issue:43606", "issue:44589|issue:45520", "issue:43572|issue:44291", - "issue:43278|issue:43844", - "issue:44625|issue:45759", - "issue:43257|issue:43299", + "issue:44464|issue:45584", + "issue:43278|issue:43701", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:43575|issue:45405", - "issue:43688|issue:45701", "issue:44792|issue:45405", + "issue:43994|issue:44493", "issue:44423|issue:44734", - "issue:44464|issue:45584" + "issue:43873|issue:46050" ], - "prepared_review_unit_hash": "ed7803c2025dd1bca8dcb49e579a4537139bdeadc30724fa9ef6778271285ba3", + "prepared_review_unit_hash": "365272159f638b2d92a583c5a76432192e1824d7fe4ffe8a266a63451a5bc003", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35988, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated standalone issues; the soft edges are largely false positives based on broad surface similarity (tokenizers, Qwen, Gemma, loading regressions, CI/device issues) rather than the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad subsystem or model-family vocabulary, but they describe different concrete failures. I found no duplicate-worthy pair to accept.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must represent the set, issue 45812 is the broadest and clearest regression report (silent v4\u2192v5 tokenizer breakage across Granite models); most other issues are narrower, model-specific, or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone report here: it is concrete, well-scoped, has a clear regression boundary (v4\u2192v5), and describes a high-impact tokenizer bug with a specific affected family.", + "best_issue_reason": "Issue 45812 is the strongest overall issue candidate because it has a precise, user-visible regression, broad applicability, and a clean problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin problem; different symptoms and fix surface." + }, + { + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Different problems: auxiliary-loss normalization vs FSDP RAM-efficient loading failure." + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch with quantization failure and the other is an HF-vs-JAX implementation discrepancy." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (missing BOS/EOS vs wrong token IDs)." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video preprocessing vs Qwen3.5 flash-attention generation." + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation are different code paths and failures." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for mm_token_type_ids; the other is a multi-GPU inference OOM." + "reason": "Text-only mm_token_type_ids handling is unrelated to multi-GPU inference OOM." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both are model-loading failures, but one is a specific model compatibility issue and the other is an offline-mode hub lookup regression." + "reason": "Model-loading failure for cjvt/sleng-bert is unrelated to offline-mode model_info() calls in AutoTokenizer." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient growth are different bugs with different symptoms." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different model/config attributes and different failure modes; only superficial similarity around missing token-id fields." + "reason": "Both involve missing config attributes after v5 changes, but they are for different models and different fields." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A dtype shift in embedding layers is not the same as abnormal gradient growth under ZeRO-3." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs-example errors vs a runtime regression in custom processor/tokenizer code; not the same bug." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "Unrelated model architecture/blog discrepancy vs a helper-function bug in qwen3_omni_moe." + "reason": "SigLIP2 doc-example errors do not match the processor.tokenizer regression in custom model code." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Different Qwen multimodal loading issues with different missing/unwrap logic." + "reason": "Both concern multimodal/Qwen config loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config in from_config." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Loss normalization bug is unrelated to the T5 RMSNorm memory leak." + "reason": "Smollm3 RoPE-layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but they hit different code paths: init behavior vs weight serialization." + "reason": "Custom model initialization breakage and lm_head.weight serialization differences are distinct v5 regressions." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Different subsystems: SigLIP2 implementation mismatch vs DeepSpeed/ZeRO gradient explosion." + "reason": "Missing Qwen2.5-VL export and Float8 storage lookup are separate import/runtime failures." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Importing a Qwen model class is unrelated to the Float8 storage lookup failure." + "reason": "Both are Qwen3 MOE-related, but one is about accelerate+deepspeed weight conversion and the other about model loading in dev; not the same bug." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is OOM and the other is a device-map mismatch during forward." + "reason": "CUDA OOM during inference is not the same as a PLE device mismatch under device_map=auto." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different models and failure modes: MacOS bus error vs multi-GPU training question." + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated failures." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenization/model API bugs with no shared underlying code path." + "reason": "Custom token IDs being lost on save/load is a different issue from MLukeTokenizer AttributeError on tasks." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading bug vs CPU-offload device mismatch; not the same issue." + "reason": "A legacy field blocking Beit loading is unrelated to a CPU-offload device mismatch in bark-small." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different failures: missing Float8 storage type vs missing flash_attn key on Python 3.13." + "reason": "Float8 storage lookup and flash_attn import metadata on Python 3.13 are different problems." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "A missing config field after 5.0 update is not the same as an init_empty_weights argument mismatch." - }, - { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "Training/eval dtype drift is unrelated to the ZeRO-3 gradient anomaly." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the unexpected _is_hf_initialized argument during init_empty_weights." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Related model family, but different propagation bugs and different affected APIs." + "reason": "Compiled forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated generation bugs." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is dev loading breakage; not the same concrete bug." + "reason": "Embedding dtype drift is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different models and failures: Beit legacy field loading vs BigBirdTokenizer special-token registration." + "reason": "Beit legacy-field loading failure and BigBirdTokenizer special-token registration are different subsystems and symptoms." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CI test failure on GraniteSpeech is not the same as a CPU-offload device mismatch in bark-small." + "reason": "CPU offload device mismatch in bark-small is unrelated to a stale GraniteSpeech CI test." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to a dependency version bump." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to an unreleased PEFT minimum version bump." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "The titles only share a broad theme of model behavior changes; the actual bugs are different." + "reason": "Janus image-generation test failure is unrelated to a dependency version pin issue." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "A Janus test failure is unrelated to the PEFT version pin issue." + "reason": "SigLIP2 inference mismatch and position-id key warnings are different model behaviors with different root causes." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are server/runtime issues, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are different code paths in serving." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Chunked generation compiled-forward inconsistency is unrelated to Whisper empty-transcription handling." + "reason": "Quantization/offloading behavior and post-save sinq quantized model breakage overlap only loosely; the underlying failure modes are not clearly the same." } ] }, @@ -7252,8 +7303,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -7263,30 +7314,30 @@ "issue:29942", "issue:30333", "issue:32090", - "issue:33357", "issue:34567", + "issue:37428", "issue:38175", "issue:39692", + "issue:42490", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", "issue:43540", "issue:43572", - "issue:43688", + "issue:43582", + "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43957", - "issue:43994", "issue:44186", - "issue:44493", "issue:44521", "issue:44554", "issue:44610", "issue:44849", "issue:44964", + "issue:44977", "issue:44987", "issue:45072", "issue:45084", @@ -7308,251 +7359,231 @@ ], "soft_pairs": [ "issue:29942|issue:30333", - "issue:43994|issue:44493", "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:45406|issue:46121", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:29159|issue:32090", - "issue:43688|issue:43873", "issue:44521|issue:45290", + "issue:43582|issue:44977", "issue:44554|issue:45446", - "issue:43540|issue:45200", "issue:45084|issue:45520", "issue:15354|issue:38175", + "issue:43540|issue:45200", "issue:45200|issue:45823", - "issue:43873|issue:46050", "issue:45072|issue:45198", - "issue:43278|issue:43701", + "issue:37428|issue:43957", "issue:43232|issue:44849", "issue:44186|issue:46192", - "issue:45406|issue:46121", - "issue:45823|issue:46192", "issue:43493|issue:43701", - "issue:28218|issue:33357", + "issue:45381|issue:46209", + "issue:45823|issue:46192", "issue:43295|issue:43450", "issue:43295|issue:44610", "issue:43572|issue:44987", - "issue:45381|issue:46209", "issue:43572|issue:43957", - "issue:44554|issue:45356", "issue:39692|issue:46192", + "issue:44554|issue:45356", "issue:45200|issue:45325", "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "f4e56951dfa82192a6270529af8b6b4ab9acc9a3961aebf6856a8b3164251451", + "prepared_review_unit_hash": "0e83182916a1f744b0a23067b80e8ed209979ce0519901faab54be981603413c", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37030, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "soft_pair_count": 29, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of distinct bugs and regressions across tokenization, generation, multimodal processing, loading, and training. The soft-similarity pairs are mostly broad-subs\u200bystem overlaps rather than the same concrete underlying issue, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs that only look similar at a high level (tokenizer, processor, multimodal, attention, loading). None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43295 is the best single representative because it is a clear, user-facing regression in the shared processor/tokenizer path and affects downstream custom code broadly.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43295 is the strongest standalone issue in the set: it is concrete, regression-framed, and centrally about a core API break rather than a niche edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Unrelated failures: Flash Attention test regressions vs MLflow reporting after a failed training job." + "reason": "Different failures: Flash Attention 2 CI instability vs MLflow not being marked failed after a training job crash." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both mention model correctness, but one is a SigLIP2 inference-quality bug and the other is a generic position-id key warning across many models." + "reason": "One is a flash-attention import/attribute crash; the other is quantized model save/load corruption. Different code paths." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss CUDA OOM during inference." + }, + { + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Different problems: flash_attention sink-less crash on s_aux=None vs quantized model save/load corruption." + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-validation JSON list type handling." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading regression are separate issues." + "reason": "ZeRO-3 gradient amplification and Phi-4 multimodal loading regression are different problems." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState's num_input_tokens_seen tracking." + "reason": "Tokenizer spacing bug is not the same as TrainerState token-count tracking not updating." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency does not match the Trainer NoneType broadcast crash." - }, - { - "left": "issue:43688", - "right": "issue:43873", - "accept": false, - "reason": "Aux-loss normalization and quantization/offloading behavior are different code paths and symptoms." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + "reason": "All-zero assistant masks in multimodal chat templates are a different bug from crashing on tool-call assistant messages." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Attention correctness on MPS is unrelated to a PyTorch version check in flex_attention import logic." + "reason": "Missing StableLmConfig pad_token_idx is unrelated to Qwen3.5 flash-attention generation failures." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." + "reason": "MPS attention correctness differs from a PyTorch version-gating/import bug for AuxRequest." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation of non-template nodes and flash_attn import KeyError are distinct failures." + "reason": "Template compilation failure is not the same as a flash_attn import KeyError on Python 3.13." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability inference." + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Gemma4 token-type-id defaulting and device-map forward placement issues are different bugs." + "reason": "Video input processing ValueError is different from Gemma4 mm_token_type_ids defaulting behavior." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Quantization offloading issues and sinq save/load breakage do not describe the same defect." + "reason": "Both are Gemma4-related, but one is a token-type default issue and the other is a device-map forward mismatch; not the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "bf16 dtype mismatch in inference and save_pretrained/tokenization failure affect different paths." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval and resume_from_checkpoint key mismatch are separate training-state problems." + "reason": "Missing flash_attention utility import and meta-device loading breakage are distinct loading regressions." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync bug and Qwen3.5 output_hidden_states bug affect different paths." + "reason": "Generation kwarg sync behavior is unrelated to the Qwen3.5 output_hidden_states bug." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as return_tensors being ignored with text_kwargs." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor _tokenizer attribute regression is unrelated to rope-param list type handling." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Gemma4 device placement and return_tensors precedence are different behaviors." + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation mismatch and checkpoint resume key mismatch are unrelated." + "reason": "SigLIP2 HF/JAX discrepancy and checkpoint resume key mismatch are different issues." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Added-token spacing and CLIP MacOS bus error are unrelated tokenizer vs runtime crashes." + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape bug are different multimodal issues." + "reason": "Gemma4 device mismatch and return_tensors being ignored are separate problems." }, { "left": "issue:43295", - "right": "issue:44610", + "right": "issue:43450", "accept": false, - "reason": "Both are processor/model input regressions, but one is an attribute/API break and the other is a resolution mismatch." + "reason": "Processor.tokenizer regression and batched video-shape bug do not share the same failing code path." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as a specific model-load failure on transformers>=5.1.0." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and FP8 inference failure on B200 are unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading the physical-intelligence/fast model on transformers>=5.1.0." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config missing pad_token_idx and meta-device loading regressions are different loading problems." + "reason": "Missing pad_token_idx and meta-device loading failures are different bugs." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression handling." + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "SigLIP2 documentation/example errors are not the same as return_tensors being ignored." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are different subsystems and failures." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type-id defaults and Qwen2.5-VL temporal position-id scaling are distinct multimodal bugs." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL still-image temporal position scaling are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor API regression and quantization offloading failure are not the same underlying bug." + "reason": "Processor/tokenizer regression is unrelated to quantization offloading not working as expected." } ] }, @@ -7576,6 +7607,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:41720", @@ -7583,10 +7616,8 @@ "issue:42915", "issue:43262", "issue:43278", - "issue:43295", "issue:43334", - "issue:43335", - "issue:43425", + "issue:43388", "issue:43450", "issue:43493", "issue:43525", @@ -7594,14 +7625,12 @@ "issue:43550", "issue:43575", "issue:43653", - "issue:43696", "issue:43819", "issue:43824", "issue:43827", "issue:43844", "issue:43856", "issue:43901", - "issue:43957", "issue:43975", "issue:44112", "issue:44206", @@ -7611,6 +7640,7 @@ "issue:44521", "issue:44561", "issue:44610", + "issue:44792", "issue:44857", "issue:44898", "issue:45083", @@ -7618,6 +7648,7 @@ "issue:45198", "issue:45412", "issue:45520", + "issue:45563", "issue:45584", "issue:46170", "issue:46178", @@ -7626,258 +7657,251 @@ "issue:46234" ], "soft_pairs": [ - "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:45520|issue:46178", "issue:43550|issue:43844", + "issue:44898|issue:45412", "issue:44466|issue:45127", "issue:43334|issue:43525", - "issue:37428|issue:43957", "issue:43450|issue:43575", - "issue:45520|issue:46178", + "issue:41720|issue:46209", + "issue:44792|issue:45563", "issue:43824|issue:43975", - "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:43526|issue:46192", - "issue:42915|issue:43824", "issue:43653|issue:44112", "issue:38175|issue:43493", "issue:44442|issue:45198", "issue:43975|issue:45520", - "issue:43295|issue:43493", "issue:44561|issue:46234", - "issue:37428|issue:43824", - "issue:38175|issue:45412", "issue:44514|issue:44521", + "issue:38175|issue:45412", "issue:43262|issue:43450", - "issue:41720|issue:46209", + "issue:44206|issue:45584", "issue:45520|issue:46170", "issue:43819|issue:44112", "issue:44610|issue:44857", "issue:43827|issue:43901", - "issue:43819|issue:45083", - "issue:44206|issue:45584", - "issue:43335|issue:43550", - "issue:37428|issue:43425" + "issue:43819|issue:45083" ], - "prepared_review_unit_hash": "483d01b9eed37be25d4e80be7df55f4f01dd6154c63ba04ea1b92cad34f890ba", + "prepared_review_unit_hash": "c09dcca9077f09b27bf6cf398a82203d93a14b89cf108d6b15f337e5c924903b", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37167, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "soft_pair_count": 30, + "serialized_chars": 36904, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated model-specific, import, or docs issues. The only clear duplicate-like match is the SigLIP2 pair, where the zero-probability report looks like a symptom of the broader HF-vs-JAX implementation discrepancy.", - "confidence": 0.84, - "canonical_issue_reason": "43493 is the better canonical issue because it states the broader SigLIP2 parity problem; 38175 appears to be a concrete downstream symptom (unexpected zero probabilities) of that same mismatch.", + "summary": "Most pairs are only loosely related by broad subsystem or similar error shape. The only clear duplicate-style match is the SigLIP2 implementation mismatch cluster.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43493 is the best canonical issue: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy broadly, while 38175 reads as one symptom of that same problem (unexpected zero probabilities).", "canonical_pr_reason": null, - "best_issue_reason": "43493 is the most representative and actionable issue in the cluster because it names the underlying implementation discrepancy rather than just one observed failure mode.", + "best_issue_reason": "Issue 43493 is the strongest representative of the duplicate cluster because it captures the root cause more generally than the symptom-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different model paths." + }, + { + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR memory reclamation." + "reason": "Both involve import-utils/backend lookup failures, but they target unrelated backends and different failure modes." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile/SDPA bug and ZeRO-3 gradient growth are unrelated training issues." + "reason": "Unrelated bugs: torch.compile/SDPA on Bamba vs gradient blow-up under ZeRO-3." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different components entirely: Perceiver image resolution handling vs RT-DETR memory cleanup." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse; different bugs." + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse; not the same bug." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class, but different model configs and no clear evidence of one shared underlying bug." + "reason": "Same symptom class, but different model configs; not enough evidence they are one underlying fix." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Flash-attention import error and meta-device loading regression are different root causes." + "reason": "Video processor batching shape bug vs tensor-parallel OOM are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Video batch shape bug vs Qwen2-57B tensor-parallel OOM are unrelated." + "reason": "Different hardware-specific inference failures on different models." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both touch import_utils backends, but flash_attn KeyError and tensorflow_text mapping error are separate issues." + "reason": "Janus image-generation test failure and a stale paging warning are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing import for a model class vs a detokenization regression are not the same defect." + "reason": "ImportError for a missing class vs a detokenization regression; no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different models and failures: FP8Config issue vs missing import symbol." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metrics gathering and the other is image-processor label reduction." }, { "left": "issue:42490", - "right": "issue:43696", + "right": "issue:43493", + "accept": false, + "reason": "Local-path loading warning is unrelated to SigLIP2 implementation mismatch." + }, + { + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Trailing-slash local model warning is unrelated to GPT-oss out-of-memory." + "reason": "Tokenizer spacing bug and embedding reinit bug are different code paths." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype drift between train/eval and MoE memory usage are different problems." + "reason": "Training/eval dtype change is unrelated to MoE memory usage." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Beit label reduction bug and return_tensors being ignored are unrelated processor issues." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen2.5-VL import error are different model-specific failures." + "reason": "ImageProcessor label reduction bug vs text_kwargs/return_tensors handling are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and GraniteSpeech CI test staleness are not the same bug." + "reason": "BigBird tokenizer special-token bug vs GraniteSpeech CI test staleness are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": true, - "reason": "Both point to the same SigLIP2 implementation mismatch; the zero-probability report is a symptom of the HF-vs-JAX discrepancy." + "reason": "Same SigLIP2 discrepancy cluster; 38175 is a specific symptom of the broader implementation mismatch described in 43493." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are separate tokenizer bugs." + "reason": "Different tokenizer/load failures for different audio models." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization and flash_attn import-utils KeyError are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Processor/tokenizer regression for custom model code is not the same as the SigLIP2 parity issue." + "reason": "Detokenization regression is unrelated to flash_attn import-backend lookup." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing two different import_utils helpers; same file, but distinct API gaps." + "reason": "Both are missing utility functions, but they affect different removed/absent helpers and different remote-code paths." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different missing-import symbols and different model families." + "reason": "Both touch apply_chat_template, but one is a batching crash and the other is an assistant-mask generation bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output bug and RT-DETR memory leak are unrelated." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Same processor family, but one is a batched padding crash and the other is assistant-mask corruption; not clearly the same root cause." + "reason": "SigLIP2 output discrepancy is unrelated to RT-DETR memory release." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio sample-rate default bug and video batch-shape bug are unrelated processor issues." + "reason": "Audio chat-template sampling-rate bug vs video batching shape bug are unrelated." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Qwen3 auto device-mapping assert and FP8 inference failure on B200 are different hardware/runtime problems." + "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription generation failure." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import mapping issue and Windows ROCm torch.distributed dependency failure are separate import problems." + "reason": "Import-utils flash_attn key error and Windows ROCm torch.distributed dependency issues are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch and GraniteSpeech CI test staleness are unrelated." + "reason": "DAC latent/STE mismatch vs GraniteSpeech CI test issue are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different code-path failures." + "reason": "Processor output-size mismatch vs float16 AMP crash are different bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline pages and different deprecated options." + "reason": "Both are docs-related, but they reference different pipeline deprecations and behaviors." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different models/helpers and different symptoms; no shared underlying bug." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "LasrFeatureExtractor crash and Whisper empty-transcription bug are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba compile/SDPA failure are different bugs." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Flash-supports-window-size import error and Torch 2.10 incompatibility are separate compatibility issues." + "reason": "Different model internals: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet and the soft-edge calls stay conservative. The lone accepted pair, issue:38175 with issue:43493, is a plausible duplicate/symptom relationship based on the titles alone, and the rest are reasonably marked unrelated without overstating shared root causes. The summary is appropriately cautious." + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (38175 \u2194 43493) is a conservative match supported by the issue titles: a symptom-level SigLIP2 zero-probabilities report versus the broader HF-vs-JAX discrepancy report. The remaining rejections stay appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -7898,16 +7922,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ - "issue:28218", + "issue:29127", "issue:29942", "issue:32090", + "issue:34689", "issue:35141", "issue:37428", "issue:39692", "issue:42490", "issue:43278", "issue:43335", - "issue:43388", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", @@ -7926,7 +7951,6 @@ "issue:44493", "issue:44743", "issue:44779", - "issue:44792", "issue:44855", "issue:44857", "issue:45072", @@ -7939,266 +7963,281 @@ "issue:45381", "issue:45459", "issue:45478", - "issue:45563", "issue:45588", "issue:45593", "issue:45823", "issue:45859", + "issue:45920", + "issue:46192", "issue:46234" ], "soft_pairs": [ + "issue:43335|issue:43550", + "issue:37428|issue:43425", "issue:44857|issue:45593", "issue:43606|issue:45083", - "issue:44792|issue:45563", + "issue:29942|issue:32090", "issue:44448|issue:44743", - "issue:45127|issue:45245", "issue:45290|issue:45381", + "issue:45127|issue:45245", "issue:45200|issue:45588", "issue:43335|issue:43653", "issue:44206|issue:45823", "issue:43611|issue:43931", - "issue:43550|issue:44112", "issue:37428|issue:44351", + "issue:43550|issue:44112", "issue:44855|issue:45083", "issue:43819|issue:44493", "issue:43335|issue:43504", "issue:45588|issue:45859", - "issue:29942|issue:32090", + "issue:29127|issue:32090", "issue:43278|issue:43825", - "issue:43388|issue:43526", - "issue:43335|issue:45083", "issue:45459|issue:46234", + "issue:43335|issue:45083", "issue:39692|issue:43526", "issue:39692|issue:44493", "issue:45310|issue:45478", "issue:43720|issue:44112", - "issue:28218|issue:35141", "issue:44448|issue:44779", "issue:43335|issue:44112", "issue:43335|issue:45072", "issue:42490|issue:43854", - "issue:43606|issue:44857" + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:34689|issue:35141" ], - "prepared_review_unit_hash": "2f5b40bdda4589b893130cb4c5ec9051d18bf0d1d6a36ae430ea6b39edbf2c7b", + "prepared_review_unit_hash": "b69db232f665b4c1c2a1027e0c8e102b4f82d70e5655618dbed2d3f85ecd1b0f", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36707, - "estimated_input_tokens": 9177, - "estimated_eval_tokens": 18610 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37858, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issues across different subsystems. The only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` regression: issues 45310 and 45478 describe the same failure on transformers>=5.4.0.", - "confidence": 0.96, - "canonical_issue_reason": "Pick issue 45310 as canonical: it is the earlier report of the same Qwen3.5 Moe `from_pretrained` failure that issue 45478 repeats almost verbatim.", + "summary": "Most pairs are only loosely related and should stay separate. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45310 is the better canonical for the exact duplicate pair with 45478: same title, same affected version (`transformers>=5.4.0`), and the same concrete `Qwen3.5 Moe from_pretrained` failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best representative because it is the earliest and clearest report of the shared Qwen3.5 Moe loading bug.", + "best_issue_reason": "Issue 45920 is the strongest standalone representative of the cluster overall: it describes a broad v5 tokenizer regression affecting multiple model families and has higher impact than the narrow single-model reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Both are model/config bugs, but they concern different code paths: sparse layer construction vs `torch.compile` with SDPA." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a missing flash-attention helper is unrelated to Torch 2.10 compatibility." + }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different bugs: one is an AMP/CUDA crash in LwDetrImageLoss, the other is missing auxiliary losses in D-FINE." + "reason": "Different failures in different detection models: AMP crash vs auxiliary-loss logic." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different model paths and symptoms: CPU-offload device mismatch vs a feature-length helper behaving unexpectedly in qwen3_omni_moe." + "reason": "CPU offload device mismatch in Bark is unrelated to the Qwen3 Omni helper output-length behavior." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Janus image-generation test failure and a stale `num_return_sequences` warning are unrelated." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different issues and code paths." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different code paths: Pegasus output drift across v4/v5 vs Qwen3 recurrent-state reset with cache." + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are both regressions, but not the same bug." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "LoRA/tied-embedding collapse is unrelated to the category-count limit error." + "reason": "Chat template tool-call handling is unrelated to Qwen2.5-VL video `vision_position_ids`." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different failures: chat-template tool-call handling vs qwen2.5-vl video position IDs." + "reason": "LoRA merge collapse and category-count limits are different problems." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type defaults and flash-attention sinkless-model `s_aux=None` handling are separate issues." + "reason": "Gemma 4 token-type defaults and flash-attention `s_aux=None` crashes do not share the same failing path." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "One is a SwitchTransformers config bug; the other is BigBirdTokenizer special-token registration/decoding." + "reason": "Sparse-layer creation and tokenizer special-token registration are unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both mention model/runtime behavior, but one is an unsupported `center` arg crash and the other is a Gemma4 device-mismatch forward bug." + "reason": "Unsupported `center` arg in an extractor is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are loading errors, but the causes differ: `base_model_prefix` handling vs a concrete Qwen3-VL weight-shape mismatch." + "reason": "`base_model_prefix` loading failures and Qwen3-VL weight-shape mismatches are different model-loading bugs." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "A torch.compile/SDPA failure and a stale CI device-override test are not the same underlying bug." + "reason": "Both are import-related, but they involve different missing symbols and different breakages." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Missing `_flash_supports_window_size` import and missing `HybridCache` import are distinct API/export regressions." + "reason": "A `torch.compile`/SDPA model failure is unrelated to a stale CI device-override test." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing issue vs qwen3_omni_moe feature-length helper behavior; different failures." + "reason": "Python 3.13 import parsing failure is unrelated to the helper-function behavior in qwen3_omni_moe." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to the position-id key warning." + "reason": "DAC latent conversion mismatch and unexpected position-id keys are different subsystems." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BEiT semantic-segmentation legacy-field loading are different problems." + "reason": "Creating a sparse layer when `num_sparse_encoder_layers=0` is not the same as loading a pretrained preset with a legacy field." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve attention/offload edge cases, but one is a flash-attention `s_aux=None` crash and the other is a Qwen3.5 rotary embedding CPU-offload incompatibility." + "reason": "Flash-attention `s_aux=None` handling and Qwen3_5MoE rotary embedding CPU-offload incompatibility are distinct issues." }, { - "left": "issue:29942", + "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are unrelated CI/runtime issues." + "reason": "A LayoutLMv3 error-message clarity issue is not the same as a trainer broadcast TypeError." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate and a pipeline warning about translation tasks are separate regressions." + "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task warning." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Both concern labels, but one is `gather_for_metrics` dropping tuple labels and the other is BeitImageProcessorFast `reduce_labels` returning only one label." + "reason": "Tokenizer error masking with missing protobuf and a missing import-utils symbol are different import/tokenizer issues." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length output behavior do not share the same code path." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer error masking with protobuf absent is unrelated to a missing import export for `is_falcon_mamba_ssm_available`." + "reason": "Sparse layer creation and output-length helper behavior are not the same bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast label reduction are unrelated." + "reason": "SigLIP2 docs/example failures are unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "A documentation/example failure and a model position-id warning are not the same bug." + "reason": "Documentation/model-processor mismatch is not the same as position-id key issues." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same bug: both report the Qwen3.5 Moe `from_pretrained` failure on transformers>=5.4.0." + "reason": "Exact duplicate: same title, same version, and the same concrete Qwen3.5 MoE `from_pretrained` regression." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech stale device-override test are unrelated." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer added-space behavior and embedding reinitialization after resize are different tokenizer/model-initialization bugs." + "reason": "BitNet packed-weight loading and a stale CI device-override test are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are output differences in v4 vs v5, but they affect different models and likely different tokenizer/model code paths." + "reason": "Pegasus output drift and DeepSeek tokenizer regressions are separate model/tokenizer bugs." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config creation and a GraniteSpeech CI device-override issue are unrelated." + "reason": "Sparse-layer config behavior and GraniteSpeech CI device-override failure do not match." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config and dtype mismatches in bfloat16 inference are different failures." + "reason": "Sparse-layer creation and dtype mismatches in bfloat16 inference are different failures." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading errors are not the same underlying issue." + "reason": "A local-path trailing-slash import warning is unrelated to GLM-4.7-Flash test loading failures." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are device/runtime crashes, but they affect different models and mechanisms: CPU offload mismatch vs AMP/CUDA loss crash." + "reason": "CPU offload device mismatch in Bark and float16 AMP crash in LwDetr are different runtime bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Broad AutoTokenizer ID regression and `return_tensors` being ignored when `text_kwargs` is passed are different API regressions." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resizing are different model-loading behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet. The only clearly duplicated pair is issue:45310 and issue:45478, which share the same Qwen3.5 Moe from_pretrained failure and identical title. The remaining soft-edge rejections are conservative and do not overclaim evidence from the packet." + "feedback": "The summary is well grounded in the packet. The chosen representative issue (45920) is clearly the broadest v5 tokenizer regression in the set, and the canonical issue (45310) matches 45478 on title/version/failure mode. The soft-edge verdicts are conservative and do not overclaim duplicates where the titles indicate different subsystems or failure paths." }, "evaluator_used": true, "retried": false, @@ -8214,300 +8253,299 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:25251", - "issue:29127", + "issue:10000", + "issue:15354", + "issue:28218", "issue:29942", "issue:32090", - "issue:34689", + "issue:33357", "issue:35141", - "issue:36010", "issue:37428", "issue:38175", "issue:40444", + "issue:41720", "issue:42490", "issue:43278", + "issue:43329", "issue:43381", "issue:43412", "issue:43526", "issue:43550", "issue:43575", - "issue:43653", "issue:43701", + "issue:43723", "issue:43746", + "issue:43873", "issue:43927", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", + "issue:44554", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", "issue:44857", "issue:44977", + "issue:44987", "issue:45072", "issue:45083", "issue:45198", "issue:45229", - "issue:45245", "issue:45372", - "issue:45459", + "issue:45406", "issue:45491", "issue:45563", "issue:45588", "issue:45698", - "issue:45712", "issue:45803", "issue:45823", - "issue:45920", - "issue:46192", "issue:46209" ], "soft_pairs": [ - "issue:45920|issue:46192", "issue:38175|issue:44493", "issue:44360|issue:44561", - "issue:44977|issue:45229", "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:43746|issue:46209", "issue:44448|issue:44977", - "issue:34689|issue:35141", - "issue:43701|issue:45083", - "issue:29127|issue:32090", - "issue:43550|issue:45083", "issue:40444|issue:43526", - "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:43701|issue:45083", "issue:29942|issue:35141", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:43723|issue:44554", + "issue:43873|issue:45229", "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:41720|issue:45229", + "issue:37428|issue:44987", + "issue:43278|issue:43329", "issue:44561|issue:44779", "issue:44977|issue:45563", "issue:44857|issue:45588", - "issue:43746|issue:46209", "issue:44568|issue:45491", "issue:45372|issue:45588", "issue:43412|issue:45588", "issue:45198|issue:45803", "issue:43278|issue:43381", "issue:45588|issue:45823", - "issue:36010|issue:37428", - "issue:44448|issue:44466", - "issue:43653|issue:44743", - "issue:25251|issue:32090", - "issue:45245|issue:45563", - "issue:45459|issue:45712" + "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "bb2afbdf2d45c7f91ff8b627236528b4e32c6ac93ca93f795524766078bcad9d", + "prepared_review_unit_hash": "65376efe98f20b6f88a94d953810b6a468c5ca5e4f68a9a10367cd1a15576f71", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to be the same underlying bug/change; the set spans distinct regressions across tokenization, loading, generation, attention, training, and export. I\u2019d use issue 45920 as the best representative issue because it is open, broad, and describes a multi-model v5 tokenizer regression. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45920 is the broadest, most representative open issue here: it summarizes a v5 tokenizer regression affecting multiple model families, making it a stronger canonical anchor than the narrower single-model reports.", + "summary": "This cluster is a loose semantic grouping of many unrelated Transformers issues. None of the soft pairs look like true duplicates; they mostly share a subsystem or model family but have different concrete failure modes.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs. If one representative must be chosen, issue 45229 has the strongest engagement, but it is not a true umbrella for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue candidate because it is open, high-impact, and framed as a cross-model regression rather than a model-specific edge case.", + "best_issue_reason": "Issue 45229 is the most visible/active item in the set, but only as a cluster representative; its OOM report is not a close match to the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Both concern tokenizer/image processing inputs, but one is a multi-model token-id regression and the other is a `return_tensors` parameter precedence bug; different failure modes." - }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Siglip2 zero probabilities and unexpected position-id keys are unrelated inference bugs with different symptoms and code paths." + "reason": "Different symptoms and likely different code paths: zero probabilities in SigLIP2 vs unexpected position-id keys in many models." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` are unrelated; no shared concrete bug." + "reason": "Unrelated bugs: a DSA indexer activation issue vs v5 removing a helper needed by trust_remote_code models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/runtime failures, but one is AMP/CUDA loss crashing and the other is dtype mismatches under bfloat16." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different issues and would not be merged into one fix." + "reason": "Flash-attention generation corruption and multi-GPU CUDA OOM are different concrete problems." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "One is an AMP/CUDA crash in a loss module; the other is a dtype mismatch during bfloat16 inference." + "reason": "Local PEFT checkpoint loading failure is unrelated to FP8 inference failing on B200 hardware." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Transformers v4/v5 output drift for Pegasus and Qwen3.5 flash-attention generation are unrelated model behaviors." + "reason": "Different models and failure modes: pegasus output drift across versions vs Qwen3.5 flash-attention generation issues." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "One is a multimodal iterable-dataset training failure; the other is a Beit processor label-reduction bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Model loading breakage for Llama 3.2 vision and post-init reinitialization of embeddings are separate bugs." + "reason": "Tokenizer spacing behavior and Trainer broadcast type errors are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch and `_get_feat_extract_output_lengths` behavior do not describe the same underlying defect." + "reason": "Checkpoint resume key mismatch does not match a feature-length helper bug in qwen3_omni_moe." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType handling are unrelated." + "reason": "FlashAttention test failures and token-embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as a MacOS bus error in a CLIP model." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba `torch.compile`/SDPA failure is not the same as the qwen3_omni_moe feature-length helper issue." + "reason": "torch.compile/SDPA failure in Bamba is a different bug from the qwen3_omni_moe length helper behavior." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading breakage in v5 and an MPS attention correctness issue are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU OOM are related only at a high level, not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` bug affect different pipelines and code paths." + "reason": "Trailing-slash path warning/loading issue is unrelated to tensor-parallel OOM on a large Qwen model." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Broken custom token IDs after save/load and wrong custom module selection after save_pretrained are both persistence-related, but they are distinct bugs." + "reason": "Both concern save/load, but one loses custom token IDs and the other loads the wrong custom module; different root causes." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization are not the same code-path issue." + "reason": "Different model/framework failures: German DistilBertModel issue vs torch.jit GeneratorExp export support." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert on device-mapped Qwen3 is not the same as CUDA OOM during Gemma4 multi-GPU inference." + }, + { + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Trailing-slash import warning and tensor-parallel OOM while loading Qwen2-57B are unrelated." + "reason": "Missing flash-attention import symbol and a model load failure on transformers>=5.1.0 are different breakages." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to an undefined-variable bug in multimodal token counting." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "`is_torch_fx_available` removal breaking trust-remote-code models and DeepSeek tokenizer regressions are different regressions." + "reason": "A removed utility breaking trust_remote_code and DeepSeek tokenizer output regressions are distinct issues." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation correctness and a stale warning about `num_return_sequences` are not the same bug." + "reason": "Generation corruption under flash-attention and a stale warning for num_return_sequences are not the same problem." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Loss-module AMP crash and flash_attention `s_aux=None` crash involve different model components and failure conditions." - }, - { - "left": "issue:43746", - "right": "issue:46209", - "accept": false, - "reason": "PEFT adapter local checkpoint loading and FP8 inference failure on B200 are unrelated." + "reason": "Different flash-attention-related failures: loss crash with AMP/CUDA vs AttributeError on sink-less models." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token addition regression and Gemma3 NaN embeddings under sliding-window attention are different issues." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings on GPU are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash_attention `s_aux=None` crash are separate problems." + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash have different failure points and code paths." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export constraints for Gemma3n and flash-attention sink-less crash do not share a concrete fix." + "reason": "ExecuTorch export guards/erfinv support is unrelated to a runtime flash_attention AttributeError." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are distinct bugs." + "reason": "Wav2Vec2 save/tokenization failure and a bare except swallowing interrupts in Fuyu are different bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in evaluation and gradient checkpointing in eval mode are related only by eval, not by root cause." + "reason": "Eval dtype change and gradient checkpointing being disallowed in eval mode are not duplicates." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash_attention `s_aux=None` handling and Gemma4 PLE device placement mismatch are different runtime errors." - }, - { - "left": "issue:36010", - "right": "issue:37428", - "accept": false, - "reason": "Missing `GenerationMixin` import and missing `_flash_supports_window_size` import are separate import regressions." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus v4/v5 output differences and `lm_head.weight` serialization inconsistency are different model state bugs." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline `top_k` nesting change and Trainer broadcast of NoneType are not the same underlying issue." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-cardinality limit and stale `num_return_sequences` warning are unrelated generation/configuration issues." + "reason": "Sink-less flash_attention crash and Gemma4 PLE device mismatch are different inference bugs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer error masking without protobuf and leftover dummy classes failing repo checks are different maintenance issues." + "reason": "Both involve Gemma4, but one is a dependency import error and the other is a missing _tokenizer attribute in serve." } ] }, @@ -8526,29 +8564,26 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:10000", - "issue:15354", + "issue:25251", "issue:29127", "issue:29942", "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", - "issue:36010", "issue:39692", - "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", "issue:43278", - "issue:43329", "issue:43381", "issue:43421", "issue:43575", @@ -8564,269 +8599,258 @@ "issue:44265", "issue:44361", "issue:44442", + "issue:44448", "issue:44462", + "issue:44466", "issue:44479", "issue:44610", - "issue:44734", + "issue:44743", "issue:44871", "issue:44977", "issue:45198", - "issue:45229", + "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", + "issue:45563", + "issue:45712", "issue:46121" ], "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45459|issue:45712", "issue:43065|issue:45412", "issue:44186|issue:45198", "issue:43611|issue:46121", "issue:44871|issue:44977", "issue:44361|issue:45198", - "issue:44206|issue:44479", + "issue:32090|issue:33290", "issue:33357|issue:39692", + "issue:42490|issue:43873", "issue:45372|issue:45459", - "issue:29942|issue:30064", "issue:29127|issue:34567", - "issue:43976|issue:45440", + "issue:29942|issue:30064", "issue:42915|issue:42994", "issue:43994|issue:45412", "issue:44265|issue:45198", "issue:43278|issue:43575", - "issue:10000|issue:15354", "issue:43066|issue:44462", - "issue:42490|issue:43873", - "issue:43873|issue:45229", - "issue:44734|issue:45406", + "issue:43756|issue:45440", "issue:43421|issue:45491", - "issue:43653|issue:44442", - "issue:43065|issue:43994", "issue:43381|issue:43701", - "issue:44610|issue:45412", - "issue:41720|issue:45229", - "issue:32090|issue:33357", - "issue:43756|issue:45440", - "issue:45372|issue:45406", - "issue:29942|issue:36010", - "issue:43278|issue:43329" + "issue:43653|issue:44442", + "issue:44610|issue:45412" ], - "prepared_review_unit_hash": "25084b9c9a816f144968988dbf9098f1e24bf5f206ac886266ff83a6c406f010", + "prepared_review_unit_hash": "422033aff13d08c7fa8da7cb5f39a8c7aa7560f094e829f094092cd73be33083", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37064, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "soft_pair_count": 29, + "serialized_chars": 36414, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated single-issue reports. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue cleanly represents this cluster; the items span unrelated subsystems, so there is no strong canonical duplicate anchor.", + "summary": "These items are a heterogeneous set of unrelated bug reports across many subsystems; the soft-similarity pairs do not describe the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45406 is the most self-contained and actionable concrete bug report in the set, with a specific crash path and direct repro.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different subsystems and symptoms: a dummy conv layer in a decoder vs a model memory-leak cleanup issue." + "reason": "Different problems: Python 3.9+/3.10 compatibility regression vs DeepSeekV3 model divergence." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated code paths." + "reason": "Different failures: generation output mismatch for Pegasus vs inconsistent lm_head serialization tied to device." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to rope-parameter validation type handling." + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state/cache reset bug; unrelated code paths." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Different models and failures: eos_token_id config mismatch vs flash-attention generation bug." + "reason": "Pipeline top_k nesting issue and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization issues do not share the same bug." + "reason": "Category-count runtime limit vs stale paged-generate warning; not the same defect." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor argument incompatibility is unrelated to the video-input regression in Qwen VL models." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "One is a MacOS bus error on a community CLIP model; the other is a documentation example with different errors." + "reason": "Feature extractor unsupported arg crash vs video-input regression in Qwen VL models." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Gemma4 processor import failure and protobuf-error masking are distinct failure modes with different causes." + "reason": "SAM3 pixel decoder dummy Conv2d issue is unrelated to SigLIP2 model/pipeline output corruption." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Flash Attention test failures and void segmentation map handling are unrelated." + "reason": "Tokenizer protobuf exception masking vs leftover dummy classes leaking into repo APIs." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 and Trainer token-count tracking are different bugs." + "reason": "Dummy layer placeholder issue vs RT-DETR memory leak; different components and symptoms." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Python-version compatibility regression is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Both mention quantization, but one is an FP8 config failure and the other is quantized saving; different concrete problems." + "reason": "base_model_prefix loading regression vs rope-validation list type handling." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and RT-DETR memory retention are separate issues." + "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:44265", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 tokenizer/save issues." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Embedding dtype drift during eval and tensor-parallel OOM are not the same underlying bug." + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "German DistilBertModel issue and TorchScript generator-expression incompatibility are unrelated." + "reason": "Trainer broadcast NoneType error vs DeepSpeed Adafactor OOM; different root causes." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading bugs." + "reason": "MacOS CLIP bus error vs SigLIP2 documentation example errors; not the same bug." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization offloading malfunction are not the same issue." + "reason": "Local path trailing-slash import warning vs quantization offloading malfunction." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM have different root causes and fixes." + "reason": "Gemma 4 processor import dependency issue vs protobuf-masked tokenizer errors." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "LayoutLMv3 error messaging issue vs TrainerState token counter not updating." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different tokenizer/model bugs." + "reason": "Flash Attention 2 test failures vs void segmentation-map processing failure." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + "reason": "FineGrainedFP8Config failure on Qwen3Moe vs quantized model saving failure." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "A dummy conv in Sam3PixelDecoder is unrelated to SigLIP2 incorrect outputs." + "reason": "SigLIP2 inference correctness bug vs RT-DETR GC/memory retention bug." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are different training-state problems." + "reason": "torch.export/exportability bug vs Wav2Vec2 save/tokenization bug." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Processor size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release." + "reason": "Embedding dtype drift in eval vs tensor-parallel OOM while loading a large model." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "cudaErrorAssert with auto device mapping is not the same as Gemma4 multi-GPU OOM." + "reason": "Tokenizer decoder type regression vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS bus error are unrelated runtime failures." + "reason": "RoPE layer count discrepancy in Smollm3 vs DeepSeekV3 implementation mismatch." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch and DeepSeekV3MoE implementation divergence are different model-specific bugs." + "reason": "Runtime post-processor update bug vs NaN embeddings from sliding-window attention." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Both involve Gemma4 loading, but one is an external import dependency problem and the other is an internal processor attribute crash." + "reason": "Gradient checkpointing eval-mode restriction vs checkpoint key mismatch on resume." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Flash Attention test failures and GenerationMixin import errors are unrelated." + "reason": "BigBirdTokenizer special-token decode issue vs AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Embedding dtype changes and undefined video-branch helpers in multimodal token counting are unrelated code paths." + "reason": "Processor/model input-size mismatch vs RT-DETR memory-release issue; unrelated." } ] }, @@ -8845,17 +8869,19 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:28218", "issue:29127", - "issue:32090", + "issue:29942", + "issue:33290", "issue:33357", + "issue:34689", "issue:35141", - "issue:38175", + "issue:36010", + "issue:42175", "issue:42490", "issue:42915", "issue:43262", @@ -8867,7 +8893,6 @@ "issue:43575", "issue:43646", "issue:43701", - "issue:43723", "issue:43761", "issue:43824", "issue:43931", @@ -8879,11 +8904,10 @@ "issue:44387", "issue:44442", "issue:44464", - "issue:44554", + "issue:44625", "issue:44743", "issue:44811", "issue:44857", - "issue:44898", "issue:44977", "issue:45072", "issue:45103", @@ -8896,220 +8920,221 @@ "issue:45593", "issue:45834", "issue:45859", - "issue:45907" + "issue:45907", + "issue:46234" ], "soft_pairs": [ + "issue:43824|issue:44279", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:45440|issue:45593", "issue:43526|issue:45834", "issue:43761|issue:45859", - "issue:43723|issue:44554", - "issue:45103|issue:45372", - "issue:45440|issue:45593", "issue:43526|issue:44186", - "issue:43334|issue:43531", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:45103|issue:45372", + "issue:44442|issue:45072", "issue:43575|issue:43701", + "issue:43334|issue:43531", "issue:43526|issue:44857", - "issue:44977|issue:45245", + "issue:42915|issue:43931", "issue:42490|issue:43381", + "issue:44977|issue:45245", "issue:43575|issue:44387", - "issue:43824|issue:44279", - "issue:44442|issue:45072", - "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:43262|issue:44206", "issue:44743|issue:44811", - "issue:42915|issue:43931", "issue:43646|issue:44077", - "issue:43262|issue:44206", - "issue:44977|issue:45584", "issue:43452|issue:45588", - "issue:33357|issue:38175", + "issue:42175|issue:46234", "issue:44062|issue:45907", - "issue:44464|issue:45491", - "issue:28218|issue:32090", - "issue:44442|issue:44898" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "752b27a85a78fdfff8ac2d8ef90a787cff16798e6e8f4b1d3a90a760c5970632", + "prepared_review_unit_hash": "caa38acfc5d6fb28c5464dda9d9d89bbbc4427a700382793ef6e125fbe107244", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34979, - "estimated_input_tokens": 8745, - "estimated_eval_tokens": 17746 + "serialized_chars": 35463, + "estimated_input_tokens": 8866, + "estimated_eval_tokens": 17988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes many unrelated bugs across tokenization, model loading, attention, audio, and training. No soft edge looks like the same underlying change or bug.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so there is no single representative duplicate target.", + "summary": "This cluster is a grab-bag of unrelated model-loading, tokenizer, attention, training, and backend issues. None of the soft pairs look like the same underlying bug or change, so no duplicate merges should be accepted.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45584 is the clearest concrete, user-facing regression in the set, with a precise failure mode and multiple inbound references, making it a reasonable representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical for this cluster; any choice would be arbitrary because the issues are thematically unrelated.", + "best_issue_reason": "issue:45584 is the most actionable and well-scoped issue here: it describes a specific Whisper generation failure after align_special_tokens, rather than a broad or vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different failure classes: a specific Qwen2.5-VL import error versus a vague dependency complaint; no shared code path is evident." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are unrelated bugs in different models and layers." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are separate regressions with different symptoms and likely fixes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE output divergence and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Both are vision/ocr-related at a high level, but one is a BeitImageProcessorFast label-reduction bug and the other is a Kosmos2.5 long-OCR index error; different code paths." + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error do not share the same underlying cause." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Unrelated failures: CLIPVisionModel hidden_states handling versus Qwen3_5Moe rotary embedding CPU offload compatibility." + "reason": "CLIPVision hidden_states regression and Qwen3.5 rotary embedding CPU-offload incompatibility are distinct code paths." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different problems in different subsystems." + "reason": "Both involve vision/tokenization preprocessing, but they are different bugs in different processors/tokenizers and not one concrete defect." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to a mistral_common import error in Gemma 4 processor loading." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated model/config bugs." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Different model implementations and bugs: DeepSeekV3 divergence versus D-FINE auxiliary-loss behavior." + "reason": "Error-message clarity in LayoutLMv3 boxes is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both involve processor/tokenizer behavior, but the concrete bugs differ: label reduction versus NER/batched padding crashes." + "reason": "Auto-docstring annotation handling and mistral_common ReasoningEffort import break are different subsystems and failure modes." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Same broad Qwen prefix only; pad_token_id absence and sliding_window behavior are distinct bugs." + "reason": "Tokenizer loading failure and dtype mismatch inference bug are not the same underlying issue." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2 large-model TP OOM and resume_from_checkpoint key mismatch are unrelated training/loading issues." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated training/runtime problems." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are distinct model/config issues." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Image processor label reduction and LwDetrImageLoss AMP/CUDA crash are different code paths and symptoms." + "reason": "BEiT preprocessing label reduction and LwDetrImageLoss AMP crash are separate bugs in different components." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Flash-attention generation bug and category cardinality limit error are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-specific loading issues." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local path import warning and gradient checkpointing eval-mode restriction are unrelated." + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated behaviors." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both mention memory/OOM, but one is TP loading OOM for a specific Qwen2 model and the other is int4 CUDA reserved-memory regression." + "reason": "Qwen3.5 flash-attention generation bug and the 2^24 categories limit are unrelated issues." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "ImportError for a specific model class and a generic dependency issue are not the same underlying bug." + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth; not the same defect." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are separate failures." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different numerical/attention bugs." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization on resize are different issues." + "reason": "Audio chat-template sample-rate defaulting and LASR feature extractor unsupported argument crash are separate audio preprocessing problems." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent cache reset in Qwen3.5 modular code and Whisper batch_decode skip_special_tokens handling are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens handling are unrelated API behaviors." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Framework-wide custom initialization breakage is not the same as a patchtsmixer-specific post_init policy issue." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting and unsupported center arg in LasrFeatureExtractor are unrelated audio-processing bugs." - }, - { - "left": "issue:44977", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure after align_special_tokens are different bugs." + "reason": "Transformers 5.0.0 custom model initialization break and patchtsmixer post_init policy are not the same bug." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "GGUF loading/AutoTokenizer behavior and flash_attention s_aux=None crash are unrelated." + "reason": "gguf_file loading breakage and flash_attention s_aux=None crash are separate code paths with no clear overlap." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "MacOS bus error with CLIP and zero-probabilities in SigLIP2 are different model/runtime failures." + "reason": "Missing TensorFlow in a pip extra and a missing import_utils symbol are unrelated packaging/API issues." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Chunked generation under compiled forward and Gemma3 NaNs with mixed-length sliding windows are different correctness issues." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer added-token spacing bug and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are different library bugs." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver non-default-resolution failure are different code paths." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model-loading break are not the same underlying issue." } ] }, @@ -9133,41 +9158,42 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ - "issue:29127", - "issue:32090", "issue:33290", - "issue:33357", "issue:34567", "issue:34689", + "issue:35141", "issue:36010", - "issue:42175", + "issue:36331", + "issue:42490", "issue:42907", + "issue:43232", "issue:43316", "issue:43381", + "issue:43388", "issue:43493", "issue:43525", - "issue:43550", "issue:43611", "issue:43643", "issue:43650", "issue:43720", + "issue:43723", + "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", "issue:44077", + "issue:44079", "issue:44188", - "issue:44190", "issue:44442", "issue:44479", - "issue:44496", - "issue:44568", "issue:44743", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", - "issue:44964", "issue:44987", + "issue:45003", "issue:45137", "issue:45216", "issue:45290", @@ -9178,157 +9204,199 @@ "issue:45803", "issue:46178", "issue:46202", - "issue:46209", - "issue:46234" + "issue:46209" ], "soft_pairs": [ + "issue:44442|issue:44898", + "issue:33290|issue:35141", + "issue:43761|issue:44079", "issue:33290|issue:34567", + "issue:45003|issue:45440", "issue:43381|issue:43873", + "issue:43723|issue:45479", "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43232|issue:43388", + "issue:43761|issue:44188", "issue:44479|issue:45290", - "issue:44964|issue:45440", "issue:43720|issue:44442", "issue:34689|issue:43611", - "issue:42175|issue:46234", - "issue:32090|issue:33290", "issue:44442|issue:45803", - "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:44987|issue:46178", "issue:43931|issue:45216", - "issue:43493|issue:43827", "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:33290|issue:36331", "issue:43316|issue:45759", "issue:45290|issue:46209", - "issue:43761|issue:44188", "issue:43873|issue:44871", "issue:42907|issue:45698", "issue:43643|issue:44913", - "issue:44987|issue:46178", - "issue:44077|issue:44479", - "issue:44568|issue:45479", + "issue:43749|issue:43931", "issue:44855|issue:45137", - "issue:33290|issue:34689", - "issue:43650|issue:46202", - "issue:44190|issue:44496", - "issue:29127|issue:33357" + "issue:43650|issue:46202" ], - "prepared_review_unit_hash": "4e92b18549b613b160a1c63d0282fdd24f7e88c8bf4feeee2d2bd6be1b84b989", + "prepared_review_unit_hash": "c9b61cb43f5484ba7ccf0059cfd726415f0f78d1291146b1bf7aa204ac9057a7", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35759, - "estimated_input_tokens": 8940, - "estimated_eval_tokens": 18136 + "soft_pair_count": 29, + "serialized_chars": 35978, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues cover unrelated bugs across training, loading, configs, tokenizers, docs, quantization, and hardware/runtime regressions. None of the soft pairs look like true duplicates or the same fixable code-path problem.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a safe canonical here; the cluster is too mixed and the titles point to unrelated failures rather than one underlying bug.", + "summary": "The items are mostly unrelated bug reports/regressions across different subsystems, so I rejected every soft duplicate candidate. No PRs are present, and there is no clear single canonical issue for the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the soft-pair candidates do not describe the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative issue, issue:45698 is the broadest user-facing load/save roundtrip bug, but it still does not meaningfully represent the rest of the cluster.", + "best_issue_reason": "No clear best issue for de-duplication; the reports cover distinct failures in different code paths, so none stands out as a canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure modes: tokenizer loading vs image classification at non-default resolution." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both touch output handling, but one is a CLIPVisionModel regression and the other is a generic ModelOutput key assignment bug." + }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Different bugs: DeepSpeed/Adafactor OOM versus TrainerState token-count bookkeeping." + "reason": "Training OOM and TrainerState token counter not updating are unrelated bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Both are training/runtime problems, but one is gradient checkpointing in eval mode and the other is quantization offloading; different code paths." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different code paths and different failures." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading failure and zero-loss sequence-classification bug are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config APIs, but they are different model-specific missing-field issues (Gemma3TextConfig vs Llama4Config pad_token_id)." + "reason": "Both are config API mismatches, but they concern different fields, models, and concrete failures." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Unrelated regressions: video input handling for Qwen VL families versus chat template crashes on tool-call assistant messages." + "reason": "Trailing-slash local model loading warning is unrelated to Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Different model-loading failures: Phi-4 multimodal load breakage versus DeepSeekV3MoE implementation divergence." + "reason": "Generation kwargs update after sync_gpus and metric gathering dropping tuple labels are separate issues." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "BitNet accelerate-loading/unpacked-weights bug is unrelated to AutoTokenizer failing to load a FastSpeech2 tokenizer." + "reason": "CLIP hidden_states output bug is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both are loading regressions, but they concern different breakpoints and causes (Llama 3.2 Vision loading vs base_model_prefix handling)." + "reason": "Video-input regression for Qwen VL models and chat-template tool-call crash are different bugs." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Different backend/import issues: missing tensorflow backend in install extras versus a missing import_utils symbol for falcon mamba ssm." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Trainer GPU broadcast TypeError is not the same as deepspeed+Adafactor OOM." + "reason": "Both are loading regressions, but they affect different releases and different root causes." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer load failure versus a Fuyu tensor-conversion exception-handling bug; unrelated fixes." + "reason": "Tokenizer loading and Fuyu tensor conversion error handling are unrelated." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init handling in PatchTSMixer has no overlap with the Qwen VL video regression." + }, + { + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Both involve model behavior, but one is torch.compile/SDPA failure and the other is recurrent-state reset logic with cache." + "reason": "Model loading failure for one checkpoint is unrelated to BACKENDS_MAPPING missing tensorflow_text." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL shape-mismatch loading bug is distinct from Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Shape-mismatch loading for Qwen3-VL is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading breakage and GenerationMixin import failure are different problems." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model implementation mismatch versus documentation still referencing removed pipeline() APIs; not the same bug." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to docs still referencing removed pipeline() APIs." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Version-related breakages, but one is model loading and the other is an import error for GenerationMixin." + "reason": "DeepSpeed OOM with Adafactor and CustomTrainer.compute_loss signature mismatch are unrelated training issues." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch config structure, but one is an API discrepancy in Gemma3TextConfig and the other is from_config not unwrapping text_config for composite Qwen models." + "reason": "Gemma3TextConfig API discrepancy is not the same bug as AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." }, { "left": "issue:45290", @@ -9336,77 +9404,41 @@ "accept": false, "reason": "Chat-template tool-call crash and FP8 inference failure on B200 are unrelated." }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." - }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma eos_token_id configuration mismatch are different issues." + "reason": "Quantization/offloading behavior does not match the Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Dequantized save failure and wrong custom module loading after save_pretrained are related only at a very broad save/load level, not the same concrete bug." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields when using trust_remote_code and rotary_pct resetting on reload are separate config serialization bugs." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to BACKENDS_MAPPING rejecting tensorflow_text." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "patchtsmixer post_init validation and Qwen video-input regression are unrelated." + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reset on reload are different config-preservation bugs." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer special-token insertion bug is unrelated to the degenerate zero-loss classification issue." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading failures." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error for DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Adafactor OOM in deepspeed is not the same failure as model loading breaking for Llama 3.2 Vision." + "reason": "Python 3.13 TorchScript parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A vague request for data is not a duplicate of a Gemma tokenizer/pipeline roundtrip failure." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in the example script is unrelated to an unrecognized model/config issue." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 box-validation message clarity is unrelated to the MacOS CLIP bus error." + "reason": "Placeholder issue text and Gemma pipeline roundtrip failure are not the same bug." } ] }, @@ -9430,14 +9462,15 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:28282", - "issue:33290", + "issue:32090", "issue:35141", "issue:41950", "issue:42617", "issue:43065", - "issue:43232", "issue:43295", "issue:43316", "issue:43388", @@ -9445,40 +9478,41 @@ "issue:43441", "issue:43452", "issue:43475", - "issue:43504", "issue:43540", "issue:43550", - "issue:43572", "issue:43575", "issue:43606", "issue:43646", + "issue:43673", + "issue:43688", "issue:43701", "issue:43716", "issue:43742", "issue:43761", "issue:43825", + "issue:44077", "issue:44162", + "issue:44190", "issue:44479", "issue:44496", "issue:44514", + "issue:44534", "issue:44617", + "issue:44743", "issue:44792", "issue:44871", "issue:44877", "issue:44913", "issue:45127", "issue:45200", - "issue:45542", "issue:45584", - "issue:45656", - "issue:45698", "issue:45803", "issue:46050", - "issue:46170", - "issue:46178", - "issue:46234" + "issue:46170" ], "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43065|issue:44617", "issue:25251|issue:28282", "issue:43295|issue:43825", "issue:43550|issue:43701", @@ -9486,217 +9520,215 @@ "issue:43606|issue:43701", "issue:43540|issue:44514", "issue:43316|issue:43716", + "issue:44077|issue:44534", "issue:44871|issue:45584", "issue:44162|issue:44792", "issue:43316|issue:44877", - "issue:33290|issue:35141", "issue:43575|issue:43742", - "issue:33290|issue:45656", - "issue:45803|issue:46170", + "issue:16998|issue:22355", "issue:43404|issue:43441", + "issue:45803|issue:46170", "issue:43295|issue:44871", - "issue:43065|issue:44617", + "issue:43673|issue:44743", + "issue:43761|issue:44479", "issue:41950|issue:43475", + "issue:43388|issue:43688", "issue:43646|issue:44913", "issue:43452|issue:44496", "issue:44871|issue:46050", - "issue:43761|issue:44479", "issue:45127|issue:45200", - "issue:43572|issue:46178", - "issue:45542|issue:46234", - "issue:43232|issue:43388", - "issue:43504|issue:45698" + "issue:32090|issue:35141" ], - "prepared_review_unit_hash": "a6a50abda088078dca3040372236716688ae7a9572c82b860d0473c635421c2b", + "prepared_review_unit_hash": "4eb5149dccd42a801ed8721d5f5c8c77ecfd04803726c863ad8eacd24e1fff12", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35191, - "estimated_input_tokens": 8798, - "estimated_eval_tokens": 17852 + "serialized_chars": 35139, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a heterogeneous mix of unrelated Transformers bugs/regressions across loading, generation, multimodal processors, configs, distributed training, and optimizer behavior. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "If a single representative is needed, issue 45698 is the broadest and most generally impactful save/load regression in the set, with active discussion and multiple references; otherwise this cluster is too mixed for a true canonical duplicate.", + "summary": "This cluster is a loose grab bag of unrelated Transformers issues spanning model loading, generation, pipelines, configs, and version regressions. None of the soft pairs appear to be the same underlying bug or change, so I would keep them separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest representative item: a top-level Transformers v5 custom-model-initialization regression. It is more general than the other issues, which are narrower and model- or API-specific.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest standalone candidate because it concerns a widely used core path (`from_pretrained` after `save_pretrained`) and has broader reuse potential than the model-specific reports.", + "best_issue_reason": "issue:43646 is the best single issue representative because it describes a broad, foundational regression in model initialization and is the most umbrella-like problem in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failure modes and code paths: local dataset loading in an example script vs config/model-type resolution for an unrecognized model." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same general SAM3 area, but one is about a dummy Conv2d in a decoder while the other is CUDA OOM in video inference; not the same bug." + }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Different problems: pipeline top_k output shape vs missing PyTorch import." + "reason": "Unrelated: pipeline top_k output nesting vs missing PyTorch dependency for AutoModel import." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different code paths: processor/tokenizer regression vs pipeline translation task messaging." + "reason": "Both are v5 regressions, but one is processor/tokenizer behavior and the other is an incorrect pipeline error message; different concrete issues." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure vs checkpoint key mismatch." + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both mention large-model/parallelism pain, but the failures differ: 3d_parallel execution vs tensor-parallel OOM." + "reason": "Different problems: a script/runtime failure in 3d_parallel.py vs memory exhaustion when tensor-parallel loading a specific Qwen model." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Device-mismatch under CPU offload is unrelated to resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve Qwen video/processor flows, but one is a video-processing ValueError and the other is batched chat-template padding behavior." + "reason": "Different Qwen multimodal paths and symptoms: video input processing error vs batched chat-template padding crash." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different models and bugs: Gemma3TextConfig API mismatch vs Mistral3 image preprocessor dtype mismatch." + "reason": "API discrepancy in Gemma3TextConfig is not the same as a dtype mismatch in Mistral-3 image preprocessing." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is a model-config restriction on optional post_init; the other is a buffer initialization regression. Different code paths." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Token ID configuration inconsistency is not the same as Whisper empty-transcription generation failure." + "reason": "Both involve token/eos handling, but they affect different models and distinct generation failures; not the same underlying bug." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Completely different models and failure modes: ESM2 breakage vs janus image-generation test failure." + "reason": "ESM2 model breakage is unrelated to a janus test failure for image generation." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is an API discrepancy and the other is strict config loading for granite_speech." + "reason": "Gemma3TextConfig API mismatch and strict config loading for granite_speech are different configuration issues." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Different training/model issues: DeepSpeed Adafactor OOM vs embedding reinitialization on resize." + "reason": "OOM when loading a large Qwen model with tensor parallelism is unrelated to a key error loading MobileLLM." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both are loading/runtime issues, but one is tensor-parallel OOM and the other is a key error loading MobileLLM." + "reason": "Model max length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Same broad optimizer/DeepSpeed area, but one is OOM and the other is double optimizer.step invocation." + "reason": "Related Mistral-family models, but different failures: untied lm_head weights vs FlashAttention runtime failure." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Unrelated: bare except in tensor conversion vs Windows/ROCm distributed import/type error." + "reason": "Bare except swallowing errors in Fuyu batch conversion is unrelated to Windows/ROCm distributed import issues." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Related to Mistral-family models, but different concrete bugs: untied lm_head weights vs FlashAttention failure." + "reason": "Both touch v5/regression-ish behavior, but one is processor/tokenizer API breakage and the other is eos_token_id inconsistency." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different regression types: custom processor/tokenizer access vs eos_token_id inconsistency." + "reason": "Both mention cache/state, but one is a GenerationMixin cache missing issue and the other is recurrent states resetting in a modular Qwen file; different bugs." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Same SAM 3 area, but dummy Conv2d in a decoder is not the same as CUDA OOM in video inference." + "reason": "Different multimodal regression paths: CLIPVisionModel hidden_states output vs video-input handling in Qwen VL models." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different pipelines/components: video-classification processor lookup vs Sam3VisionEncoderOutput attribute error." + "reason": "Video-classification pipeline processor selection is unrelated to a missing fpn_position_embeddings attribute in SAM3 video." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/evaluation bugs: gather_for_metrics truncation vs auxiliary-loss normalization." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both are model/config regressions, but one breaks custom initialization and the other silently resets rotary_pct on reload." + "reason": "Broad custom model initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different loading failures: gguf_file handling vs missing model_type in config.json." + "reason": "Model/tokenizer loading with gguf_file is different from failing to load an unrecognized model due to missing model_type." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Token ID config mismatch is unrelated to quantized save/load breakage." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "Both are v5 vision/video regressions, but they affect different models and different forward paths." + "reason": "Different serialization/generation bugs: eos_token_id mismatch vs quantized model save/load breakage." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different behaviors: LoRA/extended-vocab collapse vs mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 missing mm_token_type_ids defaults." }, { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "StableLm config field regression is unrelated to tensorflow_text backend mapping." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Different backend/import issues: TensorBoard-without-TF vs missing falcon mamba availability helper." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwarg sync bug is unrelated to gather_for_metrics dropping tuple label elements." - }, - { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Both involve loading/saving, but one is a legacy preset field issue and the other is wrong custom-module resolution after save/load." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize when tie_word_embedding is False." } ] }, @@ -9725,290 +9757,276 @@ "issue:42490", "issue:43065", "issue:43335", - "issue:43540", + "issue:43504", + "issue:43525", + "issue:43531", "issue:43550", + "issue:43572", "issue:43644", - "issue:43673", "issue:43761", "issue:43827", "issue:43931", - "issue:43976", "issue:43994", "issue:44060", "issue:44077", - "issue:44112", "issue:44190", "issue:44242", - "issue:44462", + "issue:44464", "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:45127", "issue:45245", - "issue:45357", + "issue:45362", "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45632", + "issue:45698", "issue:45803", - "issue:45907", "issue:45987", - "issue:46082", - "issue:46121", + "issue:46178", "issue:46234" ], "soft_pairs": [ - "issue:44077|issue:44534", - "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", "issue:43761|issue:44242", "issue:44792|issue:44977", - "issue:44617|issue:45584", "issue:44534|issue:44913", - "issue:44479|issue:44734", + "issue:43931|issue:44060", "issue:44190|issue:44964", "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44464|issue:45563", "issue:44855|issue:45588", "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:35141|issue:42490", "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:45803|issue:45987", - "issue:43931|issue:44060", - "issue:35141|issue:42490", + "issue:44933|issue:45362", "issue:43335|issue:44855", "issue:43644|issue:44913", - "issue:45632|issue:46234", "issue:44077|issue:44877", - "issue:43550|issue:44190", - "issue:43976|issue:44855", - "issue:43540|issue:44734", - "issue:44521|issue:45381", - "issue:45127|issue:45357", - "issue:44462|issue:45907", - "issue:44737|issue:45803", - "issue:43335|issue:44190", - "issue:44112|issue:45600", - "issue:46082|issue:46121" + "issue:45632|issue:46234", + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "9702ec88d74c7e4ed51b6203b0aadedbba142145a0f89f3e0f1ced6617e027b7", + "prepared_review_unit_hash": "cb0b80c7d924bacc882ea52560443a7defb3d7dd85ff28e564128a1d8b11102c", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36832, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "soft_pair_count": 28, + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different subsystems and models. I would not merge any soft pair as a duplicate; they share broad themes at most, not the same concrete bug or fix path.", - "confidence": 0.93, - "canonical_issue_reason": "No exact duplicate stands out across the set; if a representative issue is needed, 44534 is the best anchor because it describes a broad, concrete v5 regression with clear user impact.", + "summary": "The set is heterogeneous: none of the soft pairs look like the same underlying bug or change, so I would not collapse any of them as duplicates. The strongest standalone issue is the open, highly discussed custom-module loading bug, but it does not subsume the others.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate emerges here; the proposed pairs span unrelated failure modes, configs, docs, loaders, and runtime paths.", "canonical_pr_reason": null, - "best_issue_reason": "44534 is the strongest standalone issue: it\u2019s specific, broadly impactful, and likely to centralize the actual fix discussion for the v5 buffer-initialization regression.", + "best_issue_reason": "issue:45698 is the most active and actionable standalone report (open, high discussion, concrete repro), so it is the best general issue to anchor triage, though it is not a duplicate hub for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "Different bugs: one is about allowing optional post_init in a model class, the other is about non-persistent buffer initialization in v5." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both mention cache/state behavior, but one is a GenerationMixin chunked_prefill cache regression and the other is recurrent state reset in Qwen3.5 modular code." - }, - { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs load-balancing loss omission when router logits are disabled." + "reason": "Different config/backend problems: StableLm pad_token_idx regression vs missing tensorflow_text backend registration." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Different failure modes and models: a janus test failure vs Qwen3.5 flash-attention generation problems." + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils availability helper." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription failure after align_special_tokens." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Both are regressions, but one is about buffer initialization while the other is a GPTNeoX config field not persisting on reload." + "reason": "Legacy config field loading failure is not the same bug as wrong custom module resolution after save_pretrained." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different code paths: video-input regression for several Qwen VL models vs /v1/responses KV-cache continuation indexing in transformers serve." + "reason": "Both affect transformers serve, but one is KV-cache indexing and the other is a missing processor attribute; different root causes." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." + "reason": "A stale generate warning about num_return_sequences is unrelated to Whisper\u2019s empty-output crash." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "A janus model test failure is not the same bug as stale auto_mappings entries for removed Sam3LiteText configs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Import-time IndentationError in DebertaV2Model is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are separate model behaviors." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Failed janus image generation test is not the same bug as Qwen3.5 flash-attention generation corruption." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is a model/runtime issue, not the category-cardinality RuntimeError." + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." + "reason": "Weight-shape mismatch when loading Qwen3-VL is a different problem from an incorrect tied-weights warning in Qwen3-Next." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "One is an exception-handling bug in Fuyu tensor conversion; the other is a return-type contract issue in StaticCache.get_seq_length()." + "reason": "Local dataset loading failure in an example script is unrelated to loading a multimodal model with latest transformers." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both involve Qwen3-family loading semantics, but one is a weight-shape mismatch while the other is a tied-weights warning binding the wrong tensors across layers." + "reason": "A janus image-generation test failure is not the same as broken auto_mappings references for removed configs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Token-embedding resize/post_init reinitialization has nothing to do with a local-model path ending in a slash and import warnings." + "reason": "Video-input regression across Qwen VL variants is unrelated to KV-cache continuation indexing in serve." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "SwitchTransformers sparse-layer construction with zero sparse layers is unrelated to the Python 3.13 Deberta import parser issue." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale num_return_sequences warning." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Non-persistent buffer junk initialization is a runtime/model-state bug, while GPTNeoX rotary_pct reverting is a config serialization bug." + "reason": "Python 3.13 decorator parsing/import error is unrelated to flash_attention handling of s_aux=None." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "A cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." + "reason": "Docs still referencing pipeline() is not the same bug as siglip2 producing bad outputs under AutoModel/pipeline." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "These both touch config/load behavior, but they are different problems: patchtsmixer post_init allowance vs granite_speech strict-config loading." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for Qwen2.5-VL video input are different multimodal bugs." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to the local dataset loading failure in a training example script." + "reason": "Embedding reinitialization after resize has nothing to do with path-with-trailing-slash import warnings." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Python version support regression is not the same as a DebertaV2 import-time IndentationError on Python 3.13." + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to the 2^24 category limit error." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "A video-input ValueError in Qwen3OmniMoe and a serve-time KV-cache indexing crash are different code paths and symptoms." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo\u2019s processor/model input-size mismatch." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:45803", + "right": "issue:45987", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL video inputs are related only broadly; they are not the same fixable bug." + "reason": "Swallowing KeyboardInterrupt in tensor conversion is a different bug from StaticCache.get_seq_length() returning the wrong type." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "LoRA merge collapse with extended vocab is a training/merge issue; incorrect visual encoder keys on save_pretrained is a serialization bug." + "reason": "Nonexistent image_utils import and Qwen3.5 chat generation crash are unrelated." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." + "reason": "Wrong sparse-layer construction in SwitchTransformersConfig is unrelated to the DebertaV2Model import parsing error." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "CPU-side torch.arange in XLNet positional encoding is unrelated to the bare-except error swallowing exceptions in Fuyu." + "reason": "Non-persistent buffer initialization junk is unrelated to rotary_pct reverting on config reload." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "A sparse-layer config bug in SwitchTransformers is unrelated to a dataset-loading failure in an example script." + "reason": "Optional post_init in patchtsmixer and strict config blocking granite_speech loading are not the same issue." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "A stale GraniteSpeech device override test and removed Sam3LiteText auto_mappings entries are both CI-ish, but not the same underlying bug." + "reason": "Remote-code cache path collision is unrelated to a missing falcon_mamba_ssm availability helper." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config-validation bugs." + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the image-classification script." } ] }, @@ -10027,8 +10045,8 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ @@ -10037,290 +10055,290 @@ "issue:38617", "issue:41628", "issue:41950", - "issue:42907", + "issue:42175", "issue:43065", "issue:43116", "issue:43295", + "issue:43335", "issue:43404", - "issue:43441", "issue:43479", - "issue:43526", - "issue:43531", + "issue:43540", "issue:43643", "issue:43650", - "issue:43673", "issue:43854", - "issue:43901", + "issue:43976", "issue:44016", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", - "issue:44336", - "issue:44464", + "issue:44279", + "issue:44462", "issue:44496", - "issue:44561", "issue:44683", "issue:44734", - "issue:44933", + "issue:44737", + "issue:44855", "issue:44938", "issue:44964", "issue:45003", - "issue:45042", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", - "issue:45362", + "issue:45357", "issue:45375", "issue:45446", "issue:45542", - "issue:45563", "issue:45584", "issue:45600", - "issue:45632" + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" ], "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:46082|issue:46121", "issue:43116|issue:44190", "issue:45276|issue:45584", "issue:44938|issue:45542", "issue:43295|issue:45276", "issue:43479|issue:45375", - "issue:45245|issue:45584", - "issue:44464|issue:45563", "issue:36246|issue:41628", - "issue:44186|issue:44734", - "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:42175|issue:44279", "issue:44246|issue:45003", + "issue:43650|issue:44220", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", "issue:44683|issue:45446", "issue:43404|issue:45216", - "issue:44933|issue:45362", "issue:38175|issue:43065", "issue:43643|issue:44496", + "issue:44016|issue:44220", "issue:44112|issue:44964", "issue:44964|issue:45600", - "issue:45563|issue:45584", "issue:43854|issue:44964", - "issue:36246|issue:38617", - "issue:44734|issue:45632", - "issue:44561|issue:45632", - "issue:43531|issue:45600", - "issue:43295|issue:45335", - "issue:42907|issue:43441", - "issue:43526|issue:43901", - "issue:41950|issue:44016", - "issue:44496|issue:45042", - "issue:43673|issue:44336" + "issue:44734|issue:45632" ], - "prepared_review_unit_hash": "8f450094836d89b70db97e7500dbe86d9f2c475bea56f591631d27c49f82797a", + "prepared_review_unit_hash": "1b7dbfa36dc879081ed7f40465474a9aab19fb1d79a3d50419565f6901fc5990", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36575, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports with a few topical similarities, but none of the soft pairs look like the same concrete bug/change. I would not merge any of the proposed pairs.", - "confidence": 0.82, - "canonical_issue_reason": "issue:41628 is the broadest, most user-facing regression in the set: a top-level import failure affecting the core `transformers` entrypoint.", + "summary": "This cluster is very heterogeneous: it contains several import/export regressions, a few multimodal/config bugs, some CI/test failures, and a number of unrelated model-specific issues. None of the soft-edge pairs look like the same underlying bug strongly enough to merge.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 41628 is the broadest, clearest user-facing regression in the set (a top-level import failure) and is the closest match to the other import/name-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the best single anchor because it is generic, high-impact, and clearly described compared with the more model-specific reports.", + "best_issue_reason": "Only a weak global representative: the cluster is too mixed for a strong canonical issue, but 41628 is the least bad anchor because it reflects the common import/export failure mode seen in a few nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different failure classes: Python/version incompatibility versus a JIT parsing/IndentationError in a specific model file." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are video/serving-related, but one is a preprocessing ValueError and the other is a KV-cache indexing crash in serve." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is LoRA/tie_word_embeddings collapse and the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repo/file resolution, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files missing revision forwarding." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers sparse-layer config creation versus a local-dataset loading issue in an image-classification script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different scopes: CI test flakiness from stale device override versus auto_mappings referencing removed configs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Both touch runtime behavior, but one is an XLNet device-placement inefficiency and the other is an exception-handling bug in Fuyu tensor conversion." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are validation-edge cases, but one is Llama head_dim config rejection and the other is rope-parameter list handling." + }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both are example-script failures, but one is multi-label classification output behavior and the other is local dataset loading in image-classification; different code paths." + "reason": "Both mention example/script workflows, but one is empty multi-label outputs and the other is local dataset loading failure." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated model behaviors: Gemma4 embedding resize propagation vs Whisper empty-transcription generation after token alignment." + "reason": "Different multimodal problems: gemma4 embedding resize propagation versus Whisper empty-transcription generation after token alignment." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "One is a Python 3.14 import/load failure; the other is a TensorBoard-without-TensorFlow backend issue. Different failures and subsystems." + "reason": "Both concern environment/backend support, but one is Python 3.14 loading and the other is TensorBoard installed without TensorFlow." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both mention tokenizer/embedding-related regressions, but the concrete bug is different: processor/tokenizer API breakage vs token-embedding resize not propagating in Gemma4." + "reason": "Both involve save/resizing semantics, but one is a regression in processor/tokenizer handling and the other is gemma4 embedding propagation." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-shape issues, but they affect different model families and different missing/default fields." + "reason": "Both are multimodal config bugs, but they affect different models and different missing/defaulted fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different code paths; not the same underlying bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime error is unrelated to Whisper empty transcription generation." + "reason": "No real overlap: category-count runtime error versus Whisper generation failure." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both are generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning about `num_return_sequences`." + "reason": "General dependency/backend complaint versus a specific TensorFlow-backend omission in a torch-only install path." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is slow import performance and the other is unsafe sys.modules access." + }, + { + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; no evidence they stem from the same export bug." + "reason": "The titles are too generic to imply the same bug, and the reported symptoms are unrelated." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to KV-cache tensor indexing in the serve `/v1/responses` path." + "reason": "Different tokenizer/model bugs: NER padding crash versus serve KV-cache continuation indexing crash." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "No meaningful overlap: one is a vague data request, the other is an audio feature extraction bug." + "reason": "Both are pipeline/notebook issues, but one is video-classification image-processor lookup and the other is a notebook syntax error." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Import performance regression vs unsafe `sys.modules` access; related to import time, but not the same bug or fix." + "reason": "Both are ImportError reports, but they target different missing names in different modules." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve `flex_attention`, but one is compiled flex attention failing on torch>=2.9 and the other is an incorrect version check for AuxRequest import." + "reason": "Same broad flex_attention area, but one is a torch>=2.9 failure and the other is a version-check bug for AuxRequest import." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-specific regressions: tied `lm_head` weights in Mistral3 vs incorrect save_pretrained checkpoint state in Qwen3.5." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Nonexistent `image_utils` import and Qwen3.5 chat crash are unrelated failures." + "reason": "Both involve Qwen/Mistral-family save or weight handling, but they describe different model bugs and different symptoms." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different model families and symptoms: zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder." + "reason": "Unrelated model behavior: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Config loading with `trust_remote_code` missing fields is distinct from an unrecognized model missing `model_type`." + "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is an unrecognized model/config mismatch." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax failure versus audio feature extraction issue; not the same code path." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI failure in GraniteSpeech tests is unrelated to Phi-4-multimodal model loading." + "reason": "CI test flakiness and a model-load regression are not the same underlying problem." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4-multimodal load failure and stale auto_mappings references to removed Sam3LiteText configs are separate issues." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale generation warning does not share the same code path as Whisper failing on empty transcription." + "reason": "Model loading failure versus CI break from stale auto_mappings references; different root causes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model loading issues, but they concern different checkpoints and different failure modes." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are import errors, but they involve different missing names and different modules; not the same regression." + "reason": "Different multimodal model-load failures for different models and different config paths." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Server KV-cache continuation crash is unrelated to local trust_remote_code cache-path collisions." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking remote-code models is unrelated to cache-path collisions for local models." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale Sam3LiteText auto-mapping references are different code paths." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Both are embedding/processor-style regressions, but one is processor/tokenizer API breakage and the other is decoder embedding resize propagation in t5gemma." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral-3 are separate issues." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "BEiT image processor label reduction bug is not the same as a documentation mismatch in text classification pipeline behavior." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model/config loading and PIL backend torchvision dependency regression are different failures." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Generation cache missing in v5 chunked prefill is unrelated to ANSI codes emitted by loading_report." + "reason": "Serve KV-cache indexing crash versus trust_remote_code cache-path collision; different subsystems and failure modes." } ] }, @@ -10344,280 +10362,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ - "issue:32090", - "issue:35141", "issue:38175", - "issue:39692", "issue:41950", - "issue:42175", + "issue:42907", "issue:43295", "issue:43299", "issue:43335", "issue:43381", - "issue:43388", "issue:43441", "issue:43479", "issue:43525", + "issue:43526", + "issue:43531", "issue:43577", "issue:43650", - "issue:43688", + "issue:43673", "issue:43824", "issue:43901", + "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44220", "issue:44242", "issue:44279", - "issue:44351", + "issue:44336", "issue:44368", "issue:44496", + "issue:44521", + "issue:44561", "issue:44617", - "issue:44779", "issue:44933", + "issue:44987", "issue:45020", + "issue:45042", "issue:45200", "issue:45216", - "issue:45278", + "issue:45325", "issue:45335", "issue:45357", "issue:45372", - "issue:45405", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", + "issue:45632", "issue:45759", - "issue:45812", "issue:45823", "issue:46209", "issue:46234" ], "soft_pairs": [ + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:45372|issue:46234", + "issue:44496|issue:45042", "issue:43335|issue:45593", + "issue:43673|issue:44336", "issue:43441|issue:45588", - "issue:42175|issue:44279", - "issue:43388|issue:43688", + "issue:44016|issue:44062", "issue:44075|issue:44368", - "issue:44016|issue:44220", - "issue:43299|issue:45216", + "issue:43824|issue:44933", "issue:43381|issue:45593", + "issue:43299|issue:45216", "issue:43901|issue:44496", "issue:43650|issue:46209", + "issue:43976|issue:44279", "issue:44496|issue:45759", "issue:45335|issue:45584", - "issue:45372|issue:46234", - "issue:32090|issue:35141", "issue:43479|issue:43525", - "issue:44242|issue:45200", "issue:38175|issue:44617", + "issue:44242|issue:45200", + "issue:44521|issue:45325", "issue:43577|issue:45216", "issue:43299|issue:45357", "issue:41950|issue:45020", - "issue:43824|issue:44933", - "issue:41950|issue:45823", - "issue:44779|issue:45812", - "issue:44279|issue:45405", - "issue:44351|issue:45278", - "issue:39692|issue:43901", - "issue:44016|issue:44062", - "issue:43295|issue:44779" + "issue:41950|issue:45823" ], - "prepared_review_unit_hash": "9fbd4ed970b3daa54861e54067b23bf5d40aa34c3eb98c60fbbdc7186f5cce0d", + "prepared_review_unit_hash": "7a991e4680696329774ed8170569be1df7f4d908f51857687de3bf1d61be0ef2", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35609, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "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 model loading, tokenizers, pipelines, docs, and version regressions. None of the soft pairs look like true duplicates; several are only loosely similar at the subsystem level.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45216 is the most concrete, regression-style bug report in the set and has the clearest reproduce-and-fix shape around model serialization, making it the best single issue to anchor a cluster if one were forced.", + "summary": "The items are mostly heterogeneous Transformers issues across unrelated models/features. I found no soft pair that clearly describes the same underlying bug or change, so all duplicate candidates are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest, most representative user-facing regression in the set ('Recent transformers versions break models using `remote_code`') and has the strongest cross-model relevance.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest standalone issue here because it describes a specific breakage, version boundary, and a narrow code path (`save_pretrained`) that is actionable for triage.", + "best_issue_reason": "issue:45020 is the best anchor for this cluster because it is the most general and centrally worded failure mode; the rest of the items are mostly model-specific or orthogonal bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Different models and different failures: sparse-layer construction in SwitchTransformers vs missing auxiliary losses in D-FINE." + "reason": "Both mention trust_remote_code, but one is about a removed utility and the other about cache-path collisions; different bugs and fixes." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 model compatibility bug and the other is an AttributeError for sink-less models in the integration code path." + "reason": "One is a broad Python-version compatibility regression, the other is a specific model-loading failure; not the same underlying issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "One is a packaging/backend dependency complaint; the other is a vague transformer dependency issue with no shared concrete bug path." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI breakage are unrelated code paths." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both involve training/evaluation math, but one is a metric-gathering truncation bug and the other is auxiliary-loss normalization in MoE models." + "reason": "One is a processor.tokenizer/API regression; the other is resize_token_embeddings not updating decoder.embed_tokens. Different bugs." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "SGD arguments not being used is unrelated to a Qwen warning about `tie_word_embeddings`." + "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention loading; not the same concrete failure." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "A notebook syntax error is unrelated to the `_torch_extract_fbank_features()` runtime issue." + "reason": "BeitImageProcessorFast label handling and TextClassificationPipeline docs/behavior mismatch are unrelated." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Both are Qwen regressions, but one is a model-loading failure and the other is an incorrect checkpoint save path; not the same bug." + "reason": "Both are missing imports, but they concern different symbols, subsystems, and failure modes." }, { - "left": "issue:43381", + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model config issue and a torchvision dependency regression are unrelated." + }, + { + "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are unrelated behaviors." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are different model-specific bugs." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Docs wording for text classification does not match an unrecognized-model loading failure." + "reason": "Generation cache handling during chunked prefill and ANSI output formatting in loading_report are unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Generic placeholder issue title versus a specific FP8 inference failure on B200; no shared code path." + "reason": "Both touch FlashAttention, but one is a Ministral-3 model failure and the other is an s_aux=None crash in a sink-less path." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "These are both model-loading/config issues, but for different architectures and different failure modes (`model_type` missing vs `text_config` unwrap)." + "reason": "Notebook syntax error and AddedToken keyword-argument TypeError are unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Token embedding resizing in T5Gemma is unrelated to Whisper empty-transcription generation after special-token alignment." + "reason": "SGD argument handling and a tie_word_embeddings warning are different issues." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Different missing-import problems in different modules; they are not the same symbol or code path." + "reason": "Different missing imports from different modules and for different models/features." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Trainer GPU broadcast of `NoneType` is unrelated to embedding reinitialization after `resize_token_embeddings`." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Phi4 multimodal config defaults and missing `pad_token_id` on Llama4Config are distinct config bugs." + "reason": "Both are Qwen-family regressions, but one is model loading and the other is save_pretrained checkpoint contents; not the same bug." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Routing/load-balancing loss handling is unrelated to Gemma 4's `mm_token_type_ids` defaulting problem." + "reason": "Pipeline docs/behavior mismatch and model config recognition failure are unrelated." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a CUDA OOM in Sam3Video." + "reason": "Placeholder issue text and FP8 inference failure are clearly unrelated." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different model families and different code paths." + "reason": "General version compatibility and a vague dependency issue are not the same concrete problem." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is loading MoE models while the other is incorrect visual-encoder key serialization." + "reason": "Both are model/config loading problems, but one is an unrecognized config and the other is composite multimodal unwrapping logic; different fixes." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "A video-classification pipeline processor lookup bug is unrelated to remote-code model breakages." + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "These are both import errors, but they concern different missing symbols in different modules." + "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id are different config bugs." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Pipeline image-processor lookup and Gemma 4 PLE device mismatch are unrelated bugs." + "reason": "Siglip2 zero probabilities and Sam3Video OOM are unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate tokenizer bugs for different model families." + "reason": "Load-balancing loss gating and Gemma4 mm_token_type_ids defaults are different model-training bugs." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "A generic dependency issue is not the same as the specific unreleased PEFT version bump problem." + "reason": "Assistant mask generation and rope index scaling are both multimodal but affect different code paths and outputs." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both mention imports after upgrades, but the missing `HybridCache` symbol is not the same issue as broad import failures across versions." + "reason": "Blip2 dtype loading and Qwen3.5 save_pretrained checkpoint keys are unrelated." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to the text-classification docs mismatch." + "reason": "Both involve Qwen models and checkpoints, but one is a loading regression and the other is incorrect visual encoder keys when saving; not the same bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Notebook syntax error versus tokenizer keyword-argument duplication; different layers entirely." + "reason": "Video-classification processor selection and remote_code model breakage are unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Processor/tokenizer API regression for custom multimodal code is not the same as Deepseek tokenization correctness." + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." } ] }, @@ -10636,79 +10662,83 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ + "issue:33290", + "issue:39692", + "issue:42175", "issue:42994", "issue:43065", + "issue:43295", "issue:43299", "issue:43317", "issue:43441", "issue:43450", - "issue:43525", "issue:43650", "issue:43653", "issue:43723", - "issue:43784", "issue:43854", - "issue:43881", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", "issue:44162", - "issue:44246", "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:44898", - "issue:44987", "issue:45081", "issue:45276", - "issue:45325", + "issue:45278", "issue:45397", "issue:45405", "issue:45542", "issue:45593", "issue:45600", + "issue:45656", "issue:45712", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46132" ], "soft_pairs": [ + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44351|issue:45278", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:43299|issue:43854", "issue:43650|issue:46132", - "issue:43976|issue:44987", "issue:44462|issue:45081", "issue:43450|issue:44279", - "issue:43976|issue:44279", "issue:44297|issue:44462", "issue:45081|issue:45907", "issue:44466|issue:45276", - "issue:44521|issue:45325", + "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:45600|issue:45712", "issue:42994|issue:43317", "issue:43653|issue:45593", "issue:44623|issue:45397", "issue:44623|issue:44749", + "issue:33290|issue:45656", "issue:43065|issue:44898", "issue:44261|issue:44263", "issue:44016|issue:45823", @@ -10716,227 +10746,216 @@ "issue:44671|issue:44779", "issue:43723|issue:44162", "issue:43441|issue:44683", - "issue:43901|issue:43994", - "issue:43450|issue:44617", - "issue:44297|issue:45397", - "issue:43784|issue:45542", - "issue:43525|issue:43881", - "issue:43901|issue:44246" + "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "75d501850e0977cd81c33423de60caa7a08c4ce636a3a92a5ab6504baed26f1d", + "prepared_review_unit_hash": "2f88bba67f75d4aa7bdac823ad3f98738c7dc64eee0010ed306fa17462184ddf", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36711, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 30, + "serialized_chars": 36532, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-linked pairs mostly share only broad vocabulary like loading, tokenizer, or model regressions, but they point to different subsystems and root causes. I would not merge any of the suggested soft edges.", + "summary": "The candidate pairs are mostly superficially similar but describe different bugs, regressions, or code paths. I would not merge any of the soft pairs as duplicates.", "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs, regressions, docs, CI, and dependency problems rather than one underlying defect.", + "canonical_issue_reason": "No single issue is a clear duplicate hub for this set; the cluster is heterogeneous. If a representative must be chosen, issue 45812 is the strongest canonical-style report because it is a broad, well-documented tokenizer regression with clear impact and repro details.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical anchor for this cluster; the set is too diverse to represent one concrete bug or change.", + "best_issue_reason": "Issue 45812 is the best overall representative of the group: it is specific enough to be actionable, has broad user impact, and is described more clearly than the more vague or niche reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: a generic dependency issue versus an unreleased minimum PEFT version bump." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer API regression; the other is a Deepseek tokenizer output bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/example behavior, but they concern different APIs and failure modes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing symbol import is not the same as a broad collection of import errors after upgrade." + }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Different failures: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend handling for tensorboard-only installs." + "reason": "Completely unrelated subsystems: flex_attention compilation versus TensorFlow backend installation." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Unrelated dependency/version problems: Python 3.9 runtime incompatibility vs an unreleased PEFT minimum-version bump." + "reason": "Python version compatibility and PEFT version pinning are separate dependency issues." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading regressions, but for different models and distinct code paths; not the same underlying bug." + "reason": "Both are model-loading failures, but for different models and different underlying causes." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Completely unrelated: a vague data-related issue vs AttentionInterface.register changing behavior." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Different issues: Python version support vs loading a specific model repository." + "reason": "No shared bug: one is a vague request, the other is an AttentionInterface behavior change." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-related, but separate bugs: tokenizer.json selection vs a Mistral regex patch crash." + "reason": "Both involve tokenizers, but one is repository loading behavior and the other is a Mistral regex patch crash." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape bug vs generic dependency issue; no shared code path." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Different classes of problems: interpreter support vs dependency resolution/installation." + "reason": "Video processor shape handling is unrelated to dependency/version problems." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizers, but one is save_pretrained serialization metadata and the other is AutoTokenizer loading behavior." + "reason": "Saving tokenizer metadata and ignoring tokenizer.json on load are opposite-direction, distinct bugs." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash vs repo file listing not forwarding revision; unrelated subsystems." + "reason": "Tokenizer patch crash and repo file listing revision forwarding are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch weights/vocab resizing, but one is serialization inconsistency and the other is embedding resizing propagation." + "reason": "Different model serialization/resizing bugs affecting different components." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different multimodal bugs: assistant mask generation vs rope index temporal scaling." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model-specific inference bugs: FlashAttention failure vs OCR index error." + "reason": "Different model-specific runtime failures with no shared concrete code path." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are cleanup/CI-related, but one is stale auto_mappings references and the other is dummy class leakage." + "reason": "Both are CI/repo-maintenance issues, but they are different cleanup problems." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantization/offload related, but one is saving quantized models and the other is loading dequantized models with device_map=auto." + "reason": "Quantized model saving and dequantized model offload loading are distinct failure modes." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss logic; unrelated." + "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different save/load issues: processor.save_pretrained missing files vs gemma-4 ZeRO3 from_pretrained behavior." + "reason": "Missing processor save files and Gemma-4 zero3 loading are different code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor saving bug vs unrelated data-filtering slowdown; no common defect." + "reason": "These are separate regressions: processor save/pretrained behavior versus slower filtering in v5." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in DeepSpeed is not the same as optimizer.step being called twice." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are unrelated model bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Unrelated bugs: missing rms_norm_eps precision issue vs torch.split return-value handling." + "reason": "Different model internals and different numerical/shape issues." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch during forward; unrelated." + "reason": "Notebook syntax error versus Gemma4 device mismatch are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Tokenizer AttributeError and D-FINE loss computation are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT masked-LM output and the other is DeepSeek tokenizer behavior." + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are separate model-specific regressions." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different loading regressions for different model families; no evidence they are the same bug." + "reason": "AutoTokenizer loading and ESM2 breakage are different issues with no shared concrete bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention kernels, but one is a model-specific FlashAttention issue and the other is compiled flex_attention on newer torch." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch vs incorrect SigLIP2 model outputs; unrelated." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Video processor shape bug vs Sam3Video memory exhaustion; different failure modes." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata issue vs gemma-4 ZeRO3 loading issue; unrelated." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Import-time NameError in sentence-transformers integration vs missing TensorFlow backend handling; unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Different model-loading/config issues: missing pad_token_id on Llama4Config vs GLM-4V loading failure." + "reason": "FlashAttention model failure and compiled flex_attention torch-version failure are different problems." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Docs/behavior mismatch vs import performance regression; unrelated." + "reason": "Backend packaging omission and Python version incompatibility are distinct dependency issues." } ] }, @@ -10955,13 +10974,11 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:16998", - "issue:22355", "issue:36246", "issue:41628", "issue:41950", @@ -10970,278 +10987,294 @@ "issue:42886", "issue:43262", "issue:43299", - "issue:43352", + "issue:43450", "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", "issue:43643", "issue:43673", "issue:43761", + "issue:43784", "issue:43824", + "issue:43881", "issue:43901", "issue:43976", - "issue:44016", - "issue:44162", + "issue:43994", "issue:44188", "issue:44220", "issue:44242", "issue:44246", - "issue:44291", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", "issue:44485", "issue:44496", "issue:44521", - "issue:44561", "issue:44589", + "issue:44617", "issue:44749", "issue:44779", - "issue:44857", "issue:44871", - "issue:44964", "issue:45003", - "issue:45081", - "issue:45200", - "issue:45250", "issue:45292", "issue:45362", "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", "issue:45593", "issue:46132" ], "soft_pairs": [ - "issue:43525|issue:43643", - "issue:44016|issue:44291", "issue:43262|issue:44521", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:43450|issue:44617", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", "issue:44188|issue:44336", "issue:41628|issue:43976", "issue:44589|issue:45362", - "issue:43673|issue:43761", "issue:44336|issue:44373", - "issue:16998|issue:22355", + "issue:45561|issue:45563", "issue:42491|issue:43299", "issue:44295|issue:45397", "issue:44246|issue:44496", "issue:44242|issue:45593", - "issue:44246|issue:44871", + "issue:43531|issue:45362", "issue:41950|issue:44220", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:44246|issue:44871", "issue:44336|issue:44485", - "issue:43824|issue:43976", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:43976|issue:44964", - "issue:42886|issue:46132", + "issue:45003|issue:45561", "issue:44779|issue:45292", - "issue:44295|issue:44749", - "issue:43673|issue:44561", - "issue:44242|issue:44857", - "issue:45081|issue:45362", - "issue:43352|issue:45250", - "issue:44162|issue:45200", - "issue:43901|issue:45003" + "issue:36246|issue:43596", + "issue:44295|issue:44749" ], - "prepared_review_unit_hash": "551a385fb73b4e9cb3b4d961f0f81cd1dcd47b73a05ecf4b17d1862e40dd43e1", + "prepared_review_unit_hash": "d91842ceaec0e7fe0aa8bc463619bc7d3eb35808dab4ee16da6956ca1168fb83", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36333, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "soft_pair_count": 31, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is loosely related around Transformers v5 regressions, especially import/export and model-loading breakages, but the individual items are mostly distinct bugs or docs issues. I do not see any true duplicate pairs here.", - "confidence": 0.37, - "canonical_issue_reason": "issue:41628 is the broadest and most generic user-facing regression in the set: a top-level import failure from `transformers`, which matches the general import/export theme better than the more model-specific reports.", + "summary": "The cluster is highly heterogeneous: most items are unrelated import errors, model-loading regressions, pipeline bugs, and a few docs/perf issues. All soft-edge candidates look like false positives rather than the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue cleanly fits the cluster; the items span multiple unrelated failure modes and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the best representative issue because it is concrete, broadly scoped, and closest to the common import/export regression pattern seen across the cluster.", + "best_issue_reason": "issue:41628 is the broadest generic import-error report in the set, but it only covers one small subgroup and is not a good umbrella for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Different bugs: one is a default sampling-rate mismatch in audio chat templates, the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs wording for `return_all_scores` is unrelated to a model/pipeline correctness issue on SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different code paths: generation cache missing in v5 vs CLIP vision `hidden_states=None` despite `output_hidden_states=True`." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video tensor shape is unrelated to a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing export for a Qwen2.5-VL class; the other is a Python version compatibility problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to gemma-4 zero3 loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import failure from missing `nn` is unrelated to the tensorboard-without-TF backend error." + }, { "left": "issue:43525", - "right": "issue:43643", + "right": "issue:43881", "accept": false, - "reason": "Both are config-related, but one is a missing `pad_token_id` field on Llama4 and the other is missing fields from `AutoConfig` with `trust_remote_code`; different failure modes and code paths." + "reason": "A missing `pad_token_id` on Llama4Config is not the same as a GLM-4V-9B loading failure." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "A notebook syntax error and an `init_empty_weights` TypeError are unrelated." + "reason": "Pipeline docs behavior mismatch and import slowness are different problem types." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is an audio sampling-rate default and the other is multimodal assistant mask generation; not the same bug." + "reason": "Both involve config fields, but one is a specific missing attribute while the other is `trust_remote_code` dropping fields on return." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence on `torch.compile` is unrelated to ANSI codes in loading reports." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI codes leaking from loading-report output." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Top-level import failure vs Python-version compatibility regression; not the same underlying issue." + "reason": "Missing `AutoImageProcessor` export and Python 3.9+ incompatibility are different root causes." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different model/chat failures with no shared concrete code path." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Chunked-prefill cache handling and CLIP hidden-states behavior are separate regressions." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI formatting and a docstring problem are unrelated." + "reason": "Terminal ANSI formatting is unrelated to a wrong docstring for `position_ids`." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "A `model_max_length` question on DeBERTa-V3 is unrelated to a missing `transformers.onnx` module import." + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generation." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA portability across versions and the other is model loading on v5; too different to be the same bug." + "reason": "Both mention Qwen3 MoE, but one is LoRA checkpoint compatibility across versions while the other is a model-loading regression; not the same concrete bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A `position_ids` buffer access error is unrelated to the Gemma-4 zero3 `from_pretrained` issue." + "reason": "`position_ids` buffer access and gemma-4 zero3 loading are different failure modes." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness is not the same as an unrecognized model/config loading failure." + "reason": "Import latency in `transformers` and an unrecognized model/config issue are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern losses not being applied, but one is MoE load-balancing loss and the other is D-FINE auxiliary losses; different model families and mechanisms." + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss behavior are separate training-loss bugs." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Import performance and Gemma eos-token configuration are unrelated." + "reason": "A Qwen3-MoE sliding-window issue is not the same as Qwen3.5 chat crashing." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline image-processor lookup and `_torch_extract_fbank_features()` are different subsystems." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2.5 VL export and Python 3.9 compatibility are different issues." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and likely different fixes." + "reason": "Video-classification using image processors is unrelated to `_torch_extract_fbank_features()`." }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Missing model-specific export vs missing `HybridCache` export; similar symptom, not the same concrete bug." - }, - { - "left": "issue:43976", - "right": "issue:44964", + { + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Python support regression and inability to load a specific multimodal model are not the same underlying problem." + "reason": "BeitImageProcessorFast label reduction and unsafe `sys.modules` access are different areas of the codebase." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and `AttentionInterface.register` behavior change are unrelated." + "reason": "Offline cache loading and `AttentionInterface.register` behavior changes are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Tokenizer correctness and `resize_token_embeddings` output-weight syncing are different bugs." + "reason": "Import performance and Gemma eos-token configuration mismatch are not the same issue." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "`position_ids` buffer access and a reported post-upgrade slowdown are not the same issue." + "reason": "ANSI output handling is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Both are v5 regressions, but one is chunked-prefill cache handling and the other is `trust_remote_code` breakage from a removed helper; not mergeable as one fix." + "reason": "Missing Qwen2.5-VL image processor export and missing `is_offline_mode` export are different import errors." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "MoE load-balancing loss omission and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Different missing symbols from different modules; no shared root cause is shown." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Mistral tokenizer regex patching and Qwen3.5 chat crashes are different code paths." + "reason": "Unsafe module lookup and xdist file-race behavior are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "The first is a specific unsupported-model warning for Flash Attention 2.0; the second is just a generic topic title with no evidence of the same bug." + "reason": "DeepSeek tokenizer correctness and `resize_token_embeddings` not affecting output embeddings are different model behaviors." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated." + "reason": "ImportError for a missing processor export is unrelated to the deepspeed Zero3/BertModel index error." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "A pipeline docs mismatch and unsafe `sys.modules[]` access are separate concerns." + "reason": "Registering `position_ids` as a buffer and a transformer throughput regression after upgrade are not the same bug." } ] }, @@ -11265,45 +11298,44 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ - "issue:36246", + "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", + "issue:43352", "issue:43408", "issue:43475", - "issue:43526", "issue:43540", - "issue:43596", - "issue:43653", - "issue:43931", + "issue:43673", + "issue:43901", "issue:44060", "issue:44077", "issue:44162", + "issue:44242", "issue:44246", "issue:44336", - "issue:44368", "issue:44466", "issue:44479", "issue:44483", "issue:44496", + "issue:44561", + "issue:44857", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", + "issue:45229", + "issue:45250", "issue:45292", "issue:45335", "issue:45375", "issue:45397", "issue:45412", "issue:45459", - "issue:45561", - "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45656", "issue:45701", @@ -11315,19 +11347,21 @@ "issue:46202" ], "soft_pairs": [ - "issue:36246|issue:43596", - "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44242|issue:44857", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", "issue:44496|issue:45003", - "issue:45412|issue:46123", - "issue:45292|issue:45584", "issue:43262|issue:44246", + "issue:45412|issue:46123", "issue:45375|issue:45759", + "issue:45292|issue:45584", "issue:43257|issue:45137", "issue:45292|issue:45701", "issue:44877|issue:45375", "issue:43232|issue:44336", "issue:45987|issue:46082", - "issue:45561|issue:45563", "issue:44987|issue:45459", "issue:44479|issue:46170", "issue:43065|issue:43408", @@ -11335,218 +11369,195 @@ "issue:43475|issue:43540", "issue:44466|issue:45335", "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44060|issue:44077", "issue:44483|issue:46202", - "issue:45137|issue:45600", - "issue:44368|issue:44977", - "issue:43653|issue:44162", - "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:44877|issue:46170", - "issue:43931|issue:44368", - "issue:44060|issue:44077" + "issue:45137|issue:45600" ], - "prepared_review_unit_hash": "a9110a144e0cbdced5549e1ea6d855bbcd067e06ac8b6f6ee6454f9efd344bd4", + "prepared_review_unit_hash": "8cd18657cd7ad1df0d529be9a93f2c720f71264b0dfe06f0a55e01c7e4eae2ef", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36613, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34750, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across different models and subsystems; no duplicate cluster emerges from the soft-similarity pairs.", + "summary": "This cluster is a grab-bag of mostly unrelated issues across tokenization, generation, config loading, deepspeed, multimodal models, and docs. I don\u2019t see any safe duplicate merges among the soft-similarity pairs.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs, and the soft-similarity pairs do not share a concrete root cause.", + "canonical_issue_reason": "If forced to pick one anchor, issue 44479 is the broadest concrete bug report in the set: a clear regression affecting multiple video-capable Qwen model families with a specific failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the clearest broad, concrete regression report, but it is still not representative of the other items.", + "best_issue_reason": "Issue 44479 is the strongest representative issue because it is user-facing, well-scoped, and broader than the other reports while still describing a concrete code-path regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Different failures: a Qwen2.5 VL import error vs. a DeepSpeed/BertModel index error." + "reason": "Both mention generation-related failures, but one is a cache/chunked-prefill issue and the other is a removed helper breaking trust_remote_code models; different code paths and fixes." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + "reason": "Unrelated bugs: router/load-balancing loss handling versus an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Unrecognized model/config issue, not the same as unsafe sys.modules lookup." + "reason": "One is a model-specific Flash Attention support error; the other is just a generic Flash Attention 2.0 topic. Same buzzwords, not the same bug." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "RT-DETR memory leak and mask pipeline partial-batch handling are different code paths." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default behavior are different model families and different failures." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline option versus unsafe sys.modules access in modeling_utils; no shared underlying defect." + }, + { + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." + "reason": "Unrecognized model/config loading failure is distinct from the sys.modules import/access bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate default is unrelated to import performance." + "reason": "Audio sampling-rate template bug and slow import performance are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak versus MaskGenerationPipeline final-batch result loss; different components and symptoms." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve configs, but one is a missing vision field dropped by strict and the other is from_config unwrapping text_config." + "reason": "Both involve composite configs, but one drops a vision config field and the other fails to unwrap text_config in from_config; not the same change." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated code paths." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion and ZeRO3 deque/index errors are different DeepSpeed issues." + "reason": "Both touch distributed training, but one is Qwen3 MOE weight conversion with accelerate+deepspeed and the other is a ZeRO3 deque error; different bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug is unrelated to tokenization changing across versions." + "reason": "Token embedding resize propagation is not the same as version-dependent tokenization changes." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Granite speech strict-config loading and Qwen3.5 MoE vision-field loss are different model/config bugs." + "reason": "Both are config-handling issues, but they affect different models and different validation/strictness problems." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." + "reason": "Generation kwargs sync bug and ANSI output formatting in loading_report are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated test/runtime issues." + "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are different API concerns." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to tokenizer protobuf exception masking." + "reason": "A model load failure on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is missing." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression for Qwen models is unrelated to Windows/ROCm import dependency errors." + "reason": "Video-input regression in Qwen families versus Windows/ROCm import failure due to torch.distributed dependency; no shared bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 dummy Conv2d and sam3_video vs sam3_tracker warning are not the same bug." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in PixelDecoder and the other is a model-type mismatch warning between sam3_video and sam3_tracker." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video input ValueError are distinct failures." + "reason": "Both are multimodal/video issues, but one is a missing attribute in Sam3VisionEncoderOutput and the other is a Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "These are both resize/tied-weight complaints, but for different models and different affected tensors." + "reason": "Both mention embeddings/tied weights, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma 4 ZeRO3 loading and optimizer.step being called twice are unrelated DeepSpeed problems." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip issues." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "ZeRO3 deque underflow and removed Sam3LiteText auto_mappings CI break are unrelated." + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step in deepspeed are separate training/runtime problems." }, { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "A tied-weights warning in Qwen3.5 LoRA is unrelated to flash-attention generation failure." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to the ESM2 breakage." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "GlmMoeDsa forward-pass crash and flash_attention s_aux=None crash are different code paths." - }, - { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Tied-weights warning and stale num_return_sequences warning are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are entirely different issues." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to Windows ROCm torch.distributed import issues." + "reason": "Tied-weights warning in Qwen3-Next and PatchTSMixer post_init policy are unrelated model/config behaviors." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-weights warning." + "reason": "API request rejection and Gemma pipeline roundtrip failure are different layers and failure modes." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + "reason": "ZeRO3 deque error and auto_mappings referencing removed Sam3LiteText configs are not the same bug." } ] }, @@ -11574,23 +11585,25 @@ "issue:30990", "issue:41628", "issue:42371", - "issue:42886", "issue:42994", + "issue:43065", "issue:43232", - "issue:43452", "issue:43475", "issue:43482", "issue:43525", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", "issue:43701", "issue:43827", + "issue:43931", "issue:44038", "issue:44162", "issue:44188", "issue:44297", "issue:44361", + "issue:44368", "issue:44530", "issue:44623", "issue:44661", @@ -11598,20 +11611,18 @@ "issue:44749", "issue:44869", "issue:44871", + "issue:44877", "issue:44933", - "issue:45003", - "issue:45081", + "issue:44977", + "issue:44995", "issue:45092", - "issue:45103", - "issue:45229", "issue:45230", - "issue:45310", "issue:45356", - "issue:45375", "issue:45381", "issue:45397", - "issue:45478", - "issue:45561", + "issue:45406", + "issue:45563", + "issue:45588", "issue:45656", "issue:46077", "issue:46123", @@ -11620,21 +11631,26 @@ "issue:46202" ], "soft_pairs": [ + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", "issue:43673|issue:44734", - "issue:42886|issue:45229", - "issue:45003|issue:45561", "issue:44530|issue:46170", + "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44869|issue:45356", - "issue:43452|issue:45003", "issue:43646|issue:44162", + "issue:43232|issue:43673", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:43673|issue:43827", "issue:43701|issue:44749", "issue:44871|issue:46132", - "issue:44188|issue:46202", "issue:45230|issue:45397", "issue:43475|issue:45381", "issue:43475|issue:43643", @@ -11642,233 +11658,239 @@ "issue:44038|issue:44623", "issue:28282|issue:30990", "issue:46077|issue:46123", - "issue:43232|issue:43673", "issue:42371|issue:45092", + "issue:45406|issue:46202", "issue:43475|issue:44661", "issue:41628|issue:44933", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:45081|issue:45103", - "issue:45310|issue:45375" + "issue:42994|issue:43525" ], - "prepared_review_unit_hash": "57a71dcb364ad2a93024b589b41621aa28bf0e588dbe053129ae4360f8f927f6", + "prepared_review_unit_hash": "2f24e1ad11177a694a8771a2ab510f1da252c41b16e579979097b9946d6d8ff3", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36582, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "soft_pair_count": 32, + "serialized_chars": 37157, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of unrelated issue reports; the only clear duplicate-like pair is the Qwen3.5 MoE from_pretrained regression, where one report gives the concrete root cause. The rest differ by subsystem, model family, or failure mode and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45375 is the most concrete diagnosis of the repeated Qwen3.5 MoE from_pretrained regression: it identifies the missing deepstack_visual_indexes field and the @strict drop behavior that likely drives the generic loading error.", + "summary": "Mostly a noisy, heterogeneous cluster: there are a few loose Transformer v5 / loading-regression themes, but the soft pairs do not look like true duplicates of the same concrete bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly subsumes the whole cluster; at most issue 43646 is the broadest loose umbrella for the v5 custom-initialization regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 best represents the underlying bug because it pinpoints the specific config-field omission rather than only the high-level from_pretrained failure.", + "best_issue_reason": "Issue 43646 is the strongest high-level anchor because it describes a broad Transformers 5.0 initialization breakage, but it still does not match the many unrelated issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Both mention cache/generation, but one is a GenerationMixin chunked_prefill bug and the other is a serve KV-cache continuation indexing crash; different code paths." + "reason": "Different model-specific warnings: tie_word_embeddings/LoRA vs flash-attention generation behavior." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + "reason": "Tokenizer special-token decode bug vs ESM2 breakage; different subsystems and failures." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache on second forward pass vs sink-less flash_attention s_aux=None crash." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Config warning about tie_word_embeddings vs stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows ROCm/torch.distributed import dependency; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs LoRA tie_word_embeddings warning; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Unsafe sys.modules access during model loading is unrelated to the pytest-xdist captured_info.txt race." + "reason": "Both involve generation/cache, but chunked_prefill cache missing and serve KV-indexing are different code paths." }, { "left": "issue:44530", "right": "issue:46170", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and Windows ROCm torch.distributed import/type issues are different bugs." + "reason": "PagedAttentionCache invalid group type vs Windows ROCm import error; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs MaskGenerationPipeline final-partial-batch handling; unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained problems, but tokenizer_class metadata mismatch and processor missing files affect different serialization paths." + "reason": "Tokenizer.save_pretrained mismatch vs processor.save_pretrained missing files; different serialization surfaces." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrading are not the same bug." + "reason": "Processor save-pretrained file issue vs deepspeed optimizer stepping twice; unrelated." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer issues." + "reason": "Tokenizer/filtering slowdown vs optimizer double-step bug; no shared code path." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "gguf_file loading failures and unsafe sys.modules access are unrelated." + "reason": "Generation cache bug vs docs still referencing removed pipeline() API; unrelated." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and an ESM2 breakage are distinct model/config regressions." + "reason": "resume_from_checkpoint key mismatch vs tokenizer performance regression; unrelated." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and deepspeed optimizer stepping twice are unrelated." + "reason": "MLukeTokenizer AttributeError vs Chinese slowdown after upgrade; unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "A throughput slowdown is not the same as the optimizer being stepped twice." + "reason": "Whisper trailing replacement-character crash vs Kimi-K2.5 codec regression; different tokenizer paths." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Generation cache handling and docs still referencing removed pipeline() APIs are separate issues." + "reason": "Broad v5 custom-init regression vs ESM2-specific breakage; too different to be the same bug." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to a data-processing slowdown." + "reason": "sync_gpus/update_model_kwargs ordering bug vs chunked_prefill cache missing; different generation issues." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different configuration/runtime bugs." - }, - { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "torch.compile bidirectional-skip kernel divergence and Gemma pipeline roundtrip issues do not share a concrete code path." + "reason": "Gemma eos_token_id mismatch vs AttentionInterface.register behavior change; unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report does not establish the same Gemma4 zero3 from_pretrained issue." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no shared concrete defect." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are vision/video model issues, but one is a missing output attribute in SAM 3 Video and the other is wrong vision_position_ids in qwen2.5-vl." + "reason": "Different vision-model bugs: missing encoder output field vs wrong vision_position_ids." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 Video attribute failure and trust_remote_code config field loss are unrelated." + "reason": "Sam3 vision encoder attribute error vs AutoConfig/trust_remote_code missing fields; unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading failures are opposite directions with different failure surfaces." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite operations and different bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe with transformers 5.0 and processor save_pretrained missing files are not the same bug." + "reason": "Qwen3-VL-Moe v5 bug vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import missing and sentence-transformers loading hangs are different environment/runtime problems." + "reason": "PyTorch-not-found ImportError vs Sentence Transformers loading hang; different problems." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 bidirectional attention mask construction and MaskGenerationPipeline partial-batch dropping are separate pipeline bugs." + "reason": "Gemma4 bidirectional-mask bug vs MaskGenerationPipeline partial-batch drop; unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "sync_gpus generation kwargs update and chunked_prefill cache missing are different generation paths." + "reason": "TF32 settings docs/API issue vs InternVL2 meta-initialization incompatibility; unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "TF32 API guidance and InternVL2 remote-code/meta-init incompatibility are unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve vs Gemma pipeline \u2581 roundtrip failure; different code paths." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "A SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are not the same issue." + "reason": "Sam3 vision encoder attribute error vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES; unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and different modules; not enough to call them duplicates." + "reason": "Both are import-related, but they fail on different symbols/modules and do not look like the same bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained regression; the field-drop report and the generic loading error are plausibly the same underlying bug." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Mistral regex patch/tokenizer loading crash and auto_docstring future-annotations crash are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0, and the second report gives the concrete missing-field root cause." + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet and stays conservative. The two accepted Qwen3.5 MoE pairs are well-supported by matching titles and the more specific root-cause report. The remaining pairwise rejections are appropriately cautious based on distinct titles/subsystems, with no clear overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11897,299 +11919,306 @@ "issue:42831", "issue:42898", "issue:42994", - "issue:43065", "issue:43232", "issue:43278", "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", "issue:43704", - "issue:43723", - "issue:43784", "issue:43824", - "issue:43874", - "issue:43901", + "issue:43873", + "issue:43976", "issue:44038", + "issue:44079", "issue:44188", "issue:44222", "issue:44242", "issue:44351", - "issue:44373", "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", "issue:44964", - "issue:45092", + "issue:45081", "issue:45103", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", - "issue:45406", + "issue:45375", + "issue:45478", "issue:45561", - "issue:45600", "issue:45712", - "issue:45812", - "issue:46123", - "issue:46202" + "issue:45753", + "issue:45812" ], "soft_pairs": [ - "issue:45406|issue:46202", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", "issue:41628|issue:44351", "issue:42673|issue:43704", "issue:44964|issue:45137", + "issue:44945|issue:45753", "issue:42994|issue:43824", "issue:44222|issue:45310", "issue:42831|issue:44222", "issue:36010|issue:41628", "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:43673|issue:44188", "issue:42175|issue:45712", + "issue:43526|issue:45561", "issue:44496|issue:45561", + "issue:43504|issue:45561", "issue:43377|issue:44242", - "issue:45561|issue:45600", - "issue:43232|issue:44792", + "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:43901|issue:45561", - "issue:42222|issue:45200", "issue:30990|issue:35141", + "issue:42222|issue:45200", + "issue:43976|issue:44933", "issue:43278|issue:45137", + "issue:43479|issue:44079", + "issue:43479|issue:44869", "issue:44623|issue:45310", - "issue:44188|issue:44373", - "issue:43065|issue:46123", "issue:30333|issue:33290", - "issue:43232|issue:44188", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:42898|issue:44779", - "issue:43874|issue:45092", - "issue:44734|issue:45103" + "issue:42898|issue:45812" ], - "prepared_review_unit_hash": "a28964778587ef524c3004c760744393c309aab8bb67eacaf5bcb0c2a040468b", + "prepared_review_unit_hash": "1be747f1a8124bfffb8db49b5813954b6b1ea82d2e71a274a176c42461447114", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "soft_pair_count": 32, + "serialized_chars": 37184, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad subsystem or version-regression themes. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more-discussed report of the exact Qwen3ForCausalLM multithreaded dataloader VRAM leak; issue:43704 appears to be the duplicate.", + "summary": "Mostly unrelated issue set, but it contains two clear duplicate islands: `42673`/`43704` for the Qwen3ForCausalLM VRAM leak, and `45310`/`45478` for the Qwen3.5 MoE `from_pretrained` error with identical titles. Most other pairs are only loosely related at the subsystem level, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:42673` is a strong canonical issue for the best-described duplicate pair in the cluster (`42673`/`43704`): it is the fuller original report of the Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in the cluster: it matches the accepted duplicate exactly and has more discussion/context than the later repost.", + "best_issue_reason": "`issue:42673` is the best global issue anchor because it has the most complete report for a confirmed duplicate pair; `45310` is also a strong duplicate anchor, but for a separate same-title pair rather than the main representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related family, but different bugs: missing config field vs. `from_pretrained` load failure." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: Mistral tokenizer regex crash vs auto-docstring kwargs crash." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broader Qwen3.5 MoE area, but one is a load error and the other is a config-field issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated failures: quantization/offloading behavior vs pipeline-parallel output correctness." + }, + { + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Different bugs: Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip/tokenization of '\u2581'. Same model family, but not the same code-path failure." + "reason": "Different generation/kernel bugs with no shared concrete failure path." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols (AutoImageProcessor vs HybridCache) and likely different breakpoints." + "reason": "Both are import errors, but for different symbols and likely different fixes." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same symptom: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads. Clear duplicate." + "reason": "Same concrete VRAM leak bug for Qwen3ForCausalLM in multiple dataloader threads; `43704` duplicates `42673`." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: loading Phi-4 multimodal model vs DeepSpeed ZeRO3 deque IndexError." + "reason": "Different subsystems: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: pipeline-parallel mismatch vs image-specific infinite loop." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different problems: quantized model save_pretrained failure vs missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Quantized model saving failure and missing `Qwen2_5_VL` import are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention MoE/FP8, but one is FP8 save_pretrained and the other is a from_pretrained load error for Qwen3.5; not the same concrete bug." + "reason": "Both involve Qwen models, but the concrete bugs differ: FP8 `save_pretrained` vs MoE `from_pretrained` loading." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is distinct from FP8 save_pretrained/moe serialization behavior." + "reason": "Accuracy issue in FineGrainedFP8 is not the same bug as FP8 MoE saving failure." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import targets and different failures: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import failures, but for different exports and root causes." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related to Qwen MoE models, but different model/version and different failure mode (generic v5/Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error)." + "reason": "Both mention Qwen3 MoE variants, but they describe different concrete bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs handling and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache regression vs attention-kernel branching divergence; different bugs." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend packaging/install issue for tensorflow extras is unrelated to leftover dummy class cleanup." + "reason": "Packaging/backend inclusion issue vs dummy class leakage issue." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Beit label-reduction bug vs xdist file race in testing utils are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading error is unrelated to pytest-xdist race on captured_info.txt." + "reason": "Model loading/config recognition issue vs test utility race condition." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Different model-path bugs: MIMI padding-mask batching discrepancy vs MoE load-balancing loss omission when router logits are disabled." + "reason": "Beit pretrained preset loading bug vs xdist `captured_info` race." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Test-file race condition is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "Both are model behavior bugs, but one is padding-mask mismatch and the other is router-loss omission." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Generation kwargs sync_gpus bug is unrelated to janus image-generation test failure." + "reason": "TensorFlow backend packaging issue is unrelated to missing `image_utils` import." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior in v5 and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and code paths." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Pipeline docstring mismatch is unrelated to the xdist captured_info.txt race." + "reason": "SentenceTransformer loading hang and embedding resize reinit are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different multimodal model issues: broken vitpose models vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Vitpose model breakage and Gemma 4 `mm_token_type_ids` defaulting are different bugs." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "SentenceTransformers loading stall is unrelated to token embedding reinitialization after resize." + "reason": "Python-version compatibility issue vs missing `image_utils` import are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." + "reason": "Training/eval dtype shift is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Missing processor save_pretrained files is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "Multimodal config initialization bug vs `ModelOutput` key assignment bug are different." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring bug." + "reason": "Different models and code paths: multimodal config init vs Whisper timestamp decode crash." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping partial-batch results." + "reason": "Processor `save_pretrained` missing files is not the same bug as Qwen3.5 MoE `from_pretrained` failure." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor OOM in DeepSpeed." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Different generation/attention issues with different failure surfaces; not the same code-path bug." + "reason": "MLFlow reporting after failure and DeepSpeed OOM with Adafactor are unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one concerns cleanup-space behavior while the other is incorrect token IDs for Granite models." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Different import failures affecting different packages and symbols." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "AutoTokenizer loading issue in v5 is distinct from add_special_tokens BOS/EOS behavior on a specific tokenizer." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but the Deepseek codec issue is a separate concrete bug from clean_up_tokenization_spaces changes." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-patch helper in Glm46VImageProcessorFast is unrelated to InternVL2 meta-initialization incompatibility." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "KV-cache continuation crash in transformers serve is unrelated to auto_docstring crashing under future annotations." + "reason": "Both are tokenizer regressions, but one is cleanup-spacing behavior and the other is wrong token IDs for Granite models." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is well grounded in the packet. The chosen canonical issue pair (issue:42673 / issue:43704) is clearly supported by the identical title and much higher discussion on the earlier report. The summary stays conservative about the rest of the cluster, and the soft-edge verdicts do not overclaim duplicate status for unrelated or only loosely related issues." + "accept": false, + "feedback": "Reject: the summary overstates uniqueness. The packet contains another strong duplicate pair with identical titles, issue:45310 and issue:45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so it is not grounded to say the only clear duplicate pair is 42673/43704. The conservative soft-edge judgment on 42673/43704 looks fine, but the canonical/best-issue summary needs revision to account for the 45310/45478 duplicate pair as well." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12207,26 +12236,26 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", "issue:34689", "issue:35141", "issue:36331", "issue:41628", - "issue:42175", "issue:42757", "issue:42831", "issue:42898", "issue:43122", - "issue:43232", "issue:43479", + "issue:43644", "issue:43723", - "issue:43873", - "issue:43976", + "issue:43784", + "issue:43824", + "issue:43874", "issue:44016", "issue:44060", "issue:44075", - "issue:44079", "issue:44190", "issue:44206", "issue:44222", @@ -12234,11 +12263,11 @@ "issue:44295", "issue:44297", "issue:44448", - "issue:44484", + "issue:44568", "issue:44623", - "issue:44869", + "issue:44734", + "issue:44779", "issue:44933", - "issue:44945", "issue:44977", "issue:45071", "issue:45092", @@ -12246,228 +12275,258 @@ "issue:45125", "issue:45245", "issue:45310", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", "issue:46082", "issue:46132", "issue:46209", "issue:46231" ], "soft_pairs": [ + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", "issue:44016|issue:46231", "issue:44075|issue:46231", "issue:44295|issue:45656", "issue:44060|issue:45125", "issue:42898|issue:44448", "issue:45405|issue:45712", - "issue:42175|issue:44933", "issue:44448|issue:46132", "issue:44222|issue:44297", - "issue:43479|issue:44079", "issue:44933|issue:45712", "issue:44297|issue:45656", - "issue:43976|issue:44933", + "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:44190|issue:46082", "issue:30333|issue:34689", "issue:42831|issue:44623", - "issue:43479|issue:44869", + "issue:43122|issue:46209", "issue:30333|issue:36331", - "issue:45245|issue:46132", "issue:30333|issue:35141", + "issue:45245|issue:46132", "issue:28282|issue:30333", + "issue:22355|issue:28282", "issue:45071|issue:46082", - "issue:41628|issue:42757", "issue:44297|issue:45310", + "issue:41628|issue:42757", "issue:44206|issue:45103", "issue:43723|issue:44977", - "issue:43122|issue:46209", - "issue:44263|issue:45092", - "issue:43232|issue:45834", - "issue:43873|issue:44945", - "issue:44222|issue:44484", - "issue:44295|issue:44623" + "issue:44263|issue:45092" ], - "prepared_review_unit_hash": "24d92ac24b2ab3e48d538c6c76bea5bb3081f200a95567065ab603b83df30da5", + "prepared_review_unit_hash": "ce29eab8200556b9ad7fab6cfd53585bc77d9087b36b64b3bd5384c275bb1b26", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36773, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "serialized_chars": 36998, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "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 bug reports across tokenization, save/load, training, quantization, and version-regression topics. The soft pairs share superficial vocabulary but do not describe the same underlying bug or change, so none should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43122 is the most representative anchor only in a loose sense: it is a concrete v4\u2192v5 tokenizer regression, which is the closest recurring theme in the set. The cluster is still too heterogeneous to treat as a single duplicate group.", + "summary": "The cluster is heterogeneous, with many unrelated import/config/training regressions. The only loose subgroup is tokenizer/v5 behavior changes, but the soft pairs still point to distinct failures rather than the same underlying bug or change.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and best matches the repeated v5 tokenization-related soft-similarity candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the best overall representative because it is specific, self-contained, and captures the broad version-regression/tokenization theme better than the more niche reports. It is not a true cluster canonical, just the least-bad anchor.", + "best_issue_reason": "issue:43122 is the most representative issue in this set: it describes a general tokenization regression from 4.57.3 to 5.0 and sits closest to several nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different code paths: sentence-transformers import NameError vs missing Qwen2_5_VL class." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is loading via AutoTokenizer in v5 and the other is add_special_tokens/BOS-EOS behavior; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces semantics and the other is Deepseek-specific incorrect tokenization." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models/codec handling; no evidence of one shared root cause." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures: missing image-patch method vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Completely different areas: serving KV-cache continuation crash vs auto-docstring annotation handling." + }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a doc/parameter-name typo are unrelated bugs." + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation mismatch in set_training()." + "reason": "SGD optimizer args not used is unrelated to a docstring/parameter-name typo." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer readback and duplicate optimizer steps under deepspeed are different code paths." + "reason": "Position_ids buffer read error and double optimizer step under deepspeed are different runtime issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next is not the same as missing _tp_plan for tensor parallelism." + "reason": "Both Qwen3-family, but one is a tied-weights warning bug and the other is missing tensor-parallel plan metadata." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v5 behavior changes, but one is clean_up_tokenization_spaces and the other is Pegasus output drift; different failures." + "reason": "Both mention v5 output changes, but the specific failure modes are different and no shared code-path is shown." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A bumped PEFT minimum version is unrelated to leftover dummy classes leaking into dir(transformers)." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend extra-install dependency issue and a missing image_utils import are unrelated." + "reason": "PEFT version bump issue and leftover dummy-class cleanup are unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output differences and AttentionInterface.register behavior changes are distinct bugs." + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained issues are not the same as tokenizer_config.class mismatch on tokenizer save." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Phi4MultimodalConfig default-init bug and ModelOutput key assignment bug are unrelated." + "reason": "One is FP8 model save_pretrained behavior; the other is tokenizer save_pretrained metadata mismatch." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils and dummy classes leaking into dir() are separate API cleanliness issues." + "reason": "Different import/cleanup problems: image_utils export issue vs leftover dummy PT classes." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization mismatch and deepspeed double optimizer step do not share the same underlying bug." + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer stepping." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Python version support regression is unrelated to an image_utils import issue." + "reason": "Different configuration/init bugs: None defaults for Phi4MultimodalConfig vs non-persistent buffer junk in v5." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 model save_pretrained and processor.save_pretrained missing files are both save-related but not the same code-path problem." + "reason": "Both save_pretrained-related, but model FP8 persistence and processor file export are different components." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading failure and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed jobs and Llama 3.2 model loading are different subsystems and failures." + "reason": "MLflow reporting on failed training and Llama model-loading regression are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and missing processor save files are unrelated." + "reason": "FP8 accuracy issue and processor save_pretrained missing files are not the same bug." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Config default initialization and Whisper decoding crash are unrelated bugs." + "reason": "Tokenization regression and FP8 inference failure on B200 are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature break are unrelated training issues." + "reason": "Training-job MLflow reporting and CustomTrainer compute_loss signature breakage are different issues." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Category-cardinality error and AttentionInterface.register behavior change are unrelated." + "reason": "Failed-job MLflow reporting and embedding reinitialization after resize are unrelated." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "MLflow job reporting and embedding reinitialization after resize are different training/model bugs." + "reason": "Category cardinality error and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch import error for AutoModel and MLflow reporting on failed jobs are unrelated." + "reason": "AutoModel missing PyTorch and MLflow failed-job reporting are unrelated." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to explicit head_dim validation in LlamaConfig." + "reason": "Both are import errors, but transformers.onnx missing vs PyTorch absent are distinct root causes." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Missing AutoImageProcessor export and missing is_offline_mode import come from different modules and fixes." + "reason": "Type-checking regression in PretrainedConfig is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained error are not the same underlying issue." + "reason": "Tokenizer metadata mismatch and Qwen3.5 MoE from_pretrained error are different failures." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: transformers AutoImageProcessor vs huggingface_hub is_offline_mode." }, { "left": "issue:44206", @@ -12479,43 +12538,13 @@ "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure in v5 and Qwen3.5 flash-attention generation bug are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenization regression across versions and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in an indexer is unrelated to remote-code checkpoint meta-init incompatibility." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and long OCR index error are different bugs." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading and pipeline-parallel output correctness are different code paths." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save_pretrained and max_shard_size default behavior are not the same bug." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Reading a buffered position_ids tensor and missing processor save files are unrelated save/load issues." + "reason": "GlmMoeDsaIndexer split behavior and InternVL2 meta-init incompatibility are unrelated." } ] }, @@ -12534,64 +12563,65 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:22355", - "issue:28282", + "issue:28218", "issue:30990", "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", + "issue:43232", "issue:43479", - "issue:43550", - "issue:43576", - "issue:43644", - "issue:43646", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", "issue:44038", - "issue:44117", + "issue:44222", "issue:44261", "issue:44263", + "issue:44295", "issue:44360", "issue:44373", + "issue:44442", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", "issue:44568", - "issue:44704", + "issue:44623", "issue:44829", "issue:44871", "issue:44913", - "issue:44945", + "issue:44991", "issue:45092", "issue:45103", "issue:45278", "issue:45310", "issue:45357", "issue:45406", + "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", - "issue:46082", - "issue:46132" + "issue:46082" ], "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44295|issue:44623", "issue:44373|issue:44485", "issue:43761|issue:46082", - "issue:43479|issue:43644", "issue:44483|issue:45406", "issue:45092|issue:45357", "issue:43723|issue:44871", @@ -12599,221 +12629,219 @@ "issue:30990|issue:38175", "issue:44514|issue:45103", "issue:44261|issue:45092", + "issue:43723|issue:44991", "issue:42907|issue:46050", "issue:44829|issue:46002", + "issue:43723|issue:44442", "issue:43479|issue:44913", "issue:42831|issue:45310", - "issue:22355|issue:28282", "issue:41628|issue:43824", "issue:44263|issue:44373", "issue:42831|issue:44038", "issue:39401|issue:44568", - "issue:44945|issue:45753", "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:42886|issue:42994", - "issue:44117|issue:44704", - "issue:43576|issue:43784", - "issue:43550|issue:46132", - "issue:42371|issue:44263", - "issue:43646|issue:46002" + "issue:43232|issue:45593", + "issue:22355|issue:28218", + "issue:42831|issue:45753" ], - "prepared_review_unit_hash": "c0121a48f777bee04abcbb2e4441ce17dd59e1a495f8b333d35ea863550960c0", + "prepared_review_unit_hash": "a7b5b4b24a7bb8343f272554d0adc7b8556a6c1de397ab797bffce0b8dd838ea", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35714, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "serialized_chars": 35081, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: most items are unrelated import/API regressions, tokenizer/model-specific bugs, or saving/loading issues. I did not find any soft pair that looks like the same concrete bug/change, so all soft edges should be rejected. If forced to anchor the cluster, 42886 is the cleanest narrow regression report to use as a representative issue.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42886 is the most concrete, self-contained regression report with a narrow repro (tokenizer cache loading under HF_HUB_OFFLINE=1) and clear scope; the other issues are mostly unrelated bug classes.", + "summary": "This cluster is not a duplicate set; it mixes unrelated Transformers regressions across tokenizers, imports, multimodal processors, quantization, config loading, and generation. No single issue or PR cleanly represents the whole cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the most triage-friendly representative because it describes one specific failure mode and environment, making it a better anchor than the broader or more model-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: generation kwargs update after sync_gpus vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention saving, but one is FP8/moe model saving failure and the other is a max_shard_size question; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error vs processor.save_pretrained missing files; separate code paths." + }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo vs GLM-5 RoPE behavior; different bug classes and code paths." + "reason": "Docstring typo/inaccuracy vs GLM-5 RoPE implementation bug; unrelated." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIP hidden_states regression vs LlamaConfig validation; unrelated functionality." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Multimodal config initialization vs non-persistent buffer junk; not the same underlying defect." + "reason": "CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation; different components and symptoms." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different processor/server failures." + "reason": "Chat completions request handling vs Gemma4Processor missing _tokenizer in serve; not the same underlying defect." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 save_pretrained visual key bug; same broad area, different concrete failures." + "reason": "Both are multimodal Qwen/InternVL-adjacent, but one is meta-init incompatibility and the other is save_pretrained key serialization; different bugs." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs eos_token_id mismatch; related to tokenization but not the same bug." + "reason": "Tokenizer loading regression vs eos_token_id configuration mismatch; related area, but not the same concrete failure." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Two different DSA/indexer issues with different symptoms (split outputs vs missing ReLU)." + "reason": "Both involve DSA indexer, but one is torch.split return handling and the other is a missing ReLU; distinct code issues." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading stall vs zero-probability output; different model/runtime failures." + "reason": "Sentence Transformers loading hang vs Siglip2 zero probabilities; unrelated." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VL batched template crash vs auto_docstring annotation crash; unrelated subsystems." + "reason": "apply_chat_template batching crash vs auto_docstring AttributeError with future annotations; different subsystems." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon precision issue vs meta initialization incompatibility; not the same code-path problem." + "reason": "LayerNorm epsilon precision issue vs remote-code meta initialization incompatibility; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions in v5, but the affected models and failure mechanisms differ; not enough to merge." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failure vs sinq quantization save/load breakage; same broad area, different quantization flow." + "reason": "Both concern quantized model save/load, but they target different quantization flows (dequantized Ministrals/Devstrals vs sinq) and different breakages." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration vs NaNs during checkout/init; unrelated training/init bugs." + "reason": "Flash Attention 3 training degeneration vs NaNs after checkout/init; unrelated model-training problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but FastSpeech2ConformerTokenizer and the v5 AutoTokenizer regression are not shown to be the same bug." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default multimodal config init vs GPTNeoX rotary_pct reload behavior; different config bugs." + "reason": "Default multimodal config initialization vs GPTNeoX rotary_pct reloading; different config paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error; different model and failure mode." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency; both import errors but not the same root cause." + "reason": "FP8 accuracy issue vs Qwen3.5 from_pretrained error; related to recent versions, but not the same bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Two separate missing imports for different symbols; no evidence they are the same underlying change." + "reason": "Both are import errors, but they concern different symbols and likely different registration/export issues." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer tensor-splitting bug vs docstring mistake; clearly unrelated." + "reason": "DSA indexer split bug vs a docstring issue for position_ids; no underlying bug match." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy problem vs Qwen3-VL-Moe bug; different model behavior and code path." + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different models and code paths." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Tokenizer offset mapping bug vs BOS/EOS special-token regression; both tokenizer-related but distinct." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline parallelism output error vs image-specific Qwen3_5 infinite loop; different symptoms and fixes." + "reason": "Tokenizer offset_mapping error vs add_special_tokens BOS/EOS regression; both tokenizer bugs but different concrete behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure vs wrong decoder type in v5; separate tokenizer/config issues." + "reason": "Offline tokenizer cache load failure vs wrong tokenizer decoder type in v5; related area, but not the same bug." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Single missing hub symbol vs broad upgrade-related import failures; 45278 is an aggregate report, not the same concrete bug." + "reason": "Specific is_offline_mode import failure vs broad import errors after upgrade; too generic to treat as one defect." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache load bug vs quantized model saving failure; different operations and root causes." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping None handling vs AutoProcessor kwargs forwarding; different from_pretrained internals." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken env command vs sentence-transformers import NameError; unrelated CLI vs import regression." + "reason": "Tokenizer offline cache loading vs quantized model saving; unrelated." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "torch.compile SDPA bug vs AttentionInterface.register behavior change; different APIs and code paths." + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss issue; unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "TF32 settings warning/behavior vs DSA indexer tensor split issue; unrelated." + "reason": "Missing transformers.onnx module vs tokenizer extra-space behavior; unrelated." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Custom model initialization regression vs NaNs after checkout/init; different failure mechanisms and scope." + "reason": "FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image; different symptoms and likely different causes." } ] }, @@ -12832,18 +12860,18 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ - "issue:22355", "issue:28218", "issue:30990", "issue:33357", "issue:36296", "issue:39401", "issue:41628", + "issue:42371", "issue:42907", "issue:43116", "issue:43122", @@ -12851,302 +12879,295 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43723", + "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", - "issue:44222", + "issue:44117", + "issue:44188", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", - "issue:44442", "issue:44485", "issue:44488", "issue:44514", "issue:44521", "issue:44625", + "issue:44671", "issue:44704", + "issue:44743", "issue:44779", "issue:44829", "issue:44945", "issue:44964", "issue:45200", - "issue:45216", - "issue:45245", "issue:45278", "issue:45290", - "issue:45446", - "issue:45478", - "issue:45593", - "issue:45600" + "issue:45600", + "issue:46002", + "issue:46132" ], "soft_pairs": [ - "issue:44295|issue:44297", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:44671|issue:46132", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:43122|issue:44521", "issue:30990|issue:33357", - "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:44188|issue:44373", "issue:44704|issue:45290", "issue:44261|issue:44373", "issue:42907|issue:44945", - "issue:43723|issue:44442", + "issue:39401|issue:44488", + "issue:43232|issue:44743", "issue:43784|issue:45600", - "issue:43723|issue:44779", - "issue:43756|issue:44060", "issue:41628|issue:45278", + "issue:43976|issue:44945", "issue:43122|issue:44514", "issue:42907|issue:43937", "issue:43408|issue:43475", + "issue:39401|issue:44521", "issue:43116|issue:45200", - "issue:43122|issue:44521", "issue:42907|issue:44964", "issue:44360|issue:44485", "issue:44038|issue:44297", "issue:44625|issue:44829", - "issue:43232|issue:45245", "issue:44038|issue:44295", "issue:28218|issue:30990", - "issue:42907|issue:43452", "issue:43122|issue:44779", - "issue:36296|issue:43116", - "issue:44038|issue:44222", - "issue:39401|issue:44488", - "issue:45216|issue:45478", - "issue:43824|issue:44351", - "issue:39401|issue:44521", - "issue:43784|issue:45446", - "issue:22355|issue:28218" + "issue:42907|issue:43452", + "issue:36296|issue:43116" ], - "prepared_review_unit_hash": "16f7fe824ce783ac7981a43f34b5e530f6046d5168300e5eecab44e19ae5a36c", + "prepared_review_unit_hash": "5c47dff44547392e150c9a37b5e9ebcce0b97eb08e877e2d2f506a0763b87efe", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37193, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "soft_pair_count": 32, + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers bug reports, mostly around imports, tokenizers, model loading, and generation. The soft pairs look superficially similar by keyword, but they do not describe the same concrete underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue emerges: the items are mostly distinct bugs with only superficial overlap in subsystem or wording.", + "summary": "This is a loose semantic-similarity cluster, not a duplicate set: the issues span many unrelated transformers bugs (tokenization, generation, multimodal loading, model config, attention behavior, etc.). None of the soft edges look like the same underlying bug or fix.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is canonical; the cluster is a broad similarity bucket with unrelated bugs rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the broadest tokenizer-loading regression and is the closest thing to a thematic anchor, but it still does not represent the rest as duplicates.", + "best_issue_reason": "No issue is a good global representative for deduping this cluster, because the paired items do not describe the same code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different failures: tokenizer mapping lookup vs AutoProcessor cached_file kwargs propagation." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model bugs: Smollm3 RoPE-layer dropout vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT masked-LM predictions and AttentionInterface.register behavior are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is unrelated to a Sentence-Transformers import NameError." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs after checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration API guidance and GlmMoeDsaIndexer torch.split values are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Different bugs: position_ids buffer access vs tokenizer_class metadata mismatch in save_pretrained." + "reason": "Both involve tokenizer/template behavior, but one is version-dependent tokenization drift and the other is multimodal assistant masks." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Unrelated failures: Sentence Transformers loading hang vs MacOS bus error on a CLIP model." + "reason": "Sentence Transformers load hang and Mac CLIP bus error are different runtime failures." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and tokenizer_class metadata mismatch are unrelated tokenizer/model serialization issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary loss behavior." + "reason": "torch.compile branching divergence and a wrong docstring for position_ids are not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different code paths: AutoProcessor kwargs forwarding vs chat template crashing on tool-call messages." + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call assistant messages are different code paths." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to a docstring problem for position_ids." + "reason": "LayerNorm epsilon precision discussion is unrelated to the position_ids docstring issue." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Different problems: dequantized save_pretrained failure vs incorrect output under pipeline parallelism." + "reason": "Saving dequantized Ministrals/Devstrals and pipeline-parallel output corruption are distinct problems." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is a v5 generic issue and the other is a specific FastSpeech2Conformer tokenizer failure." + "reason": "Qwen3 tokenizer offset_mapping and a model-load failure for cjvt/sleng-bert are different tokenizer/model-loading bugs." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Importing sentence-transformers with missing nn is unrelated to stale auto_mappings references breaking CI." + "reason": "Generation kwargs update timing and Qwen3.5 recurrent-state reset are separate generation-path defects." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Generic tokenizer loading regression is not the same as Deepseek tokenizer producing wrong results." + "reason": "Importing sentence-transformers with NameError nn and broken auto_mappings CI reference different failures." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Different model-specific logic: Smollm3 RoPE layer count vs Qwen3-Next tied-weights warning." + "reason": "AutoImageProcessor import removal and broad import errors after upgrade are not the same issue." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "A specific missing AutoImageProcessor import is not the same as broad import errors after version upgrade." + "reason": "Python version compatibility and incorrect pipeline-parallel LLM output are unrelated regressions." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior change across versions is unrelated to Qwen2_5_VLProcessor batched chat-template crashes." + "reason": "Both touch tokenization/chat formatting, but one is general tokenizer drift and the other is batched chat_template padding=False crash." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model saving failure is unrelated to GLM-5 invalid GenerationConfig." + "reason": "Dequantized model save failure and invalid GenerationConfig for GLM-5 are separate model-specific bugs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "These are different SAM 3 video issues: model-type warning vs missing fpn_position_embeddings attribute." + "reason": "SAM 3 video model-type warning and missing fpn_position_embeddings are different SAM 3 issues." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Multi-label classification example output bug is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template outputs." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer version drift is not the same as assistant_masks being all zero for multimodal chat templates." + "reason": "Multi-label classification example behavior and Gemma 4 mm_token_type_ids defaults are unrelated classification/multimodal issues." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save_pretrained failure and Phi-4 multimodal load failure are separate model-loading/saving bugs." + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are unrelated model-loading paths." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are distinct model-internal bugs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug is not the same as tokenizer_class metadata mismatch on save_pretrained." + "reason": "Qwen3-VL-Moe bug and tokenizer_config.json tokenizer_class mismatch are unrelated." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation kwargs/sync_gpus behavior is unrelated to the 2^24 categories runtime limit." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different failure modes." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different issues: Qwen3-VL-Moe behavior vs reading position_ids after registering a buffer." + "reason": "Qwen3-VL-Moe and buffer-reading position_ids bug do not describe the same defect." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer adds a space after an added token is unrelated to Sentence Transformers loading getting stuck." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save_pretrained failure is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Tokenizer added-space bug and Sentence Transformers loading hang are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Version-to-version tokenization drift is not the same as Deepseek tokenizer producing incorrect results." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example script returning empty results." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe are distinct MoE-related problems, not one concrete fix." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Qwen3 tokenizer offset_mapping mismatch is unrelated to failing to load cjvt/sleng-bert." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5, but one is save_pretrained checkpoint regression and the other is from_pretrained load error." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Different missing-symbol import errors: Qwen2_5_VLForConditionalGeneration vs HybridCache." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer offset mapping bug is unrelated to assistant_masks being all zero for multimodal inputs." + "reason": "Version-drift tokenization differences and Deepseek incorrect tokenizer results are both tokenizer-related but not the same concrete bug." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + "reason": "Dequantized-model saving and gguf_file loading regressions affect different pretrained-loading/saving paths." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Missing transformers.onnx module import and tokenizer added-space behavior are unrelated." + "reason": "Tensor-parallel training bug and multi-label classification example bug are unrelated training/runtime issues." } ] }, @@ -13173,22 +13194,24 @@ "issue:22355", "issue:29127", "issue:29159", - "issue:33453", "issue:38617", - "issue:39401", "issue:42175", "issue:42222", "issue:42371", + "issue:42673", "issue:42757", - "issue:42831", + "issue:43064", "issue:43066", "issue:43116", "issue:43122", + "issue:43278", "issue:43441", "issue:43493", "issue:43611", + "issue:43673", + "issue:43784", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", "issue:43906", "issue:43937", @@ -13196,268 +13219,273 @@ "issue:43992", "issue:44038", "issue:44075", - "issue:44117", - "issue:44297", + "issue:44222", "issue:44351", "issue:44355", - "issue:44380", "issue:44485", - "issue:44625", "issue:44704", "issue:44779", "issue:44936", "issue:44938", + "issue:44945", + "issue:45072", "issue:45083", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", "issue:45478", - "issue:45563", - "issue:45588", "issue:45753", "issue:46002", - "issue:46077", "issue:46231" ], "soft_pairs": [ + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:43906", + "issue:43784|issue:45446", "issue:42757|issue:44351", "issue:22355|issue:29159", - "issue:43122|issue:43906", - "issue:44355|issue:46231", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42673|issue:45072", "issue:43992|issue:44704", + "issue:43493|issue:45753", + "issue:22355|issue:29127", "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:38617|issue:45278", "issue:43611|issue:46002", "issue:43937|issue:44485", + "issue:43116|issue:43493", "issue:43976|issue:45446", "issue:42371|issue:43874", "issue:42222|issue:43441", - "issue:42831|issue:44297", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", - "issue:43493|issue:45753", - "issue:43116|issue:43493", - "issue:45083|issue:45446", - "issue:44380|issue:46077", - "issue:43937|issue:45563", - "issue:22355|issue:29127", - "issue:44117|issue:45588", - "issue:39401|issue:44779", - "issue:33453|issue:39401", - "issue:38617|issue:45278", - "issue:44625|issue:46002", - "issue:42175|issue:44938", - "issue:43827|issue:45446" + "issue:43064|issue:43673", + "issue:45083|issue:45446" ], - "prepared_review_unit_hash": "8213eba2ac4ccddb29a329e5685017e01c1e81e6e2897fc00b83b2f0b9eec2dd", + "prepared_review_unit_hash": "0e3a775ffd00f18fd62fe551b8cf28f7d08ab554a785845da7e4a777f981ff14", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose set of Transformer v5 regression reports, with the strongest overlap around tokenizer/loading behavior. Even there, the pairs usually describe different concrete failures, so I would not merge any of the soft edges as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 33453 is the broadest representative of the tokenizer-regression thread ('Regression in tokenizer loading') and is the best single anchor among the mostly tokenizer-related items.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions across import, tokenization, model-specific, and trainer/runtime bugs. The broad upgrade-related import-report issue remains the best umbrella representative, while the Qwen3.5 save/load pair is not strong enough to merge as a duplicate on the available evidence.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it covers multiple import failures after a version upgrade, which best matches the cluster\u2019s mixed upgrade-regression pattern.", "canonical_pr_reason": null, - "best_issue_reason": "33453 is the most usable umbrella issue if the cluster must collapse to one tracker; it captures the shared tokenizer-loading regression theme better than the narrower bug reports.", + "best_issue_reason": "issue:45278 is the best representative issue because it is user-facing, broad, and closest to the recurring upgrade/import-regression theme across several nearby items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/packages (`huggingface_hub.is_offline_mode` vs `transformers.HybridCache`) and different fixes." + "reason": "Both mention MoE, but they describe different concrete failures: Qwen3-VL-Moe behavior vs FP8 save_pretrained behavior." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "The evidence only suggests a possible Qwen3.5 save/load relationship; it is not clearly the same bug as a from_pretrained error, so stay conservative." + }, + { + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "`transformers.onnx` missing-module import and tokenizer slow/fast inconsistency are unrelated bugs." + "reason": "Both are import errors, but they involve different missing symbols and different code paths." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but 43906 is an isolated reproduction of another issue and does not clearly describe the same tokenization bug as 43122." + "reason": "A tokenizer regression and a reproduction of another issue are not enough to show the same underlying defect." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Compiled Python file loading errors and a docs parameter-name typo are unrelated." + "reason": "Sentence-transformers import NameError vs a flex_attention version-check bug; different failures." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Different code paths: one is missing `embed_tokens.weight` during `from_pretrained`, the other is `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`." + "reason": "Missing imports from different packages/modules; same symptom type, but not the same bug." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder-type metadata in v5 and the other is incorrect Deepseek tokenization; too different to treat as the same bug." + "reason": "Transformers.onnx import failure vs tokenizer slow/fast inconsistency; unrelated." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "`base_model_prefix` loading regression and NaNs in classification heads are different failures in different subsystems." + "reason": "A dtype change in evaluate and incorrect output under pipeline parallelism are different runtime issues." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate bugs." + "reason": "Packaging/backend dependency problem vs Python 3.14 load failure; different compatibility issues." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "One is a Python-version compatibility report, the other is an incorrect PyTorch version check for a specific import path." + "reason": "VRAM leak in Qwen3ForCausalLM vs dtype mismatches in CI; not the same code-path problem." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "TF32 backend settings and a missing multimodal image-patch helper are unrelated." + "reason": "Both involve model loading, but one is missing weights and the other is kwarg propagation to cached_file." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific issues." + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "FineGrainedFP8 accuracy and tokenizer save-pretrained metadata mismatch are unrelated." + "reason": "Import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue; not duplicates." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Unused SGD arguments and `trainer.evaluate()` failing after `train()` are different training bugs." + "reason": "Tokenizer decoder type regression and DeepSeek tokenization mismatch are related only at a very broad tokenizer level." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Both involve Qwen3.5, but one is wrong visual encoder keys on save and the other is a `from_pretrained` load error; not the same concrete bug." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are completely different concerns." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are Qwen model loading issues, but they affect different model variants and different failure modes, so they are not the same underlying bug." + "reason": "Specific missing-symbol import vs a broad upgrade-related import-breakage report; too general to merge as the same bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "A multi-label classification example bug and a pipeline translation-task error message are unrelated." + "reason": "Model loading with base_model_prefix vs NaNs after checkout/init are different issues." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Different multimodal model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + "reason": "GenerationConfig validation error vs GLM-5 RoPE discussion; different concrete problems." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example empty outputs and SigLIP2 implementation discrepancy do not share the same code path." + "reason": "Example-script multi-label behavior vs SigLIP2 model discrepancy; unrelated." }, { - "left": "issue:45083", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "A qwen3_omni_moe helper-function behavior issue and a flex_attention version-check bug are unrelated." + "reason": "Python version compatibility break vs a PyTorch version-check bug; different layers of compatibility." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both are attention-related, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different model/code-path bugs." + "reason": "TF32 behavior settings guidance vs a missing helper method in an image processor; not the same bug." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "GLM-5 generation-config validation and a stale warning in paged generate are separate issues." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific regressions." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Missing `transformers.onnx` import and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Ignored optimizer args and evaluate failing after train are trainer-related, but not the same concrete issue." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer mapping assumptions in `from_pretrained` and a flash-attention crash on `s_aux=None` are different bugs." + "reason": "Both concern Qwen3.5 save/load regressions, but one is incorrect visual-encoder keys and the other is a from_pretrained error; not clearly one bug." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Both are tokenizer-output regressions, but they affect different models and symptoms (`offset_mapping` vs general incorrect results), so not enough to merge." + "reason": "Different Qwen model families and different failure modes; no strong duplicate evidence." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong `offset_mapping`; distinct concrete failures." + "reason": "Example-script output behavior vs pipeline task-support error messaging; unrelated." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "A specific missing import and a broad post-upgrade import-error report are related only at a very high level, not the same underlying bug." + "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache are different subsystems and bugs." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different problems." + "reason": "Qwen3 Omni feature-length helper bug vs flex_attention version check; unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Missing TensorFlow in a torch-only install and Python 3.14 loading failure are unrelated environment issues." + "reason": "Different model families and distinct symptoms; no shared code-path is evident." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Docs still referencing `pipeline()` and a bad PyTorch version check are not the same bug." + "reason": "Training/evaluate dtype regression vs pipeline-parallel output corruption; different runtime bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge verdict is not conservative enough: issue:45216 vs issue:45478 is marked accept, but the packet only supports a possible relationship between an incorrect Qwen3.5 checkpoint save and a later from_pretrained error. That may be related, but it is not clearly the same bug from the available evidence, so the merge should stay conservative. The rest of the grouping and the chosen canonical issue are grounded in the packet, and there are no PRs present." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13475,267 +13503,287 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", + "issue:42490", + "issue:42617", "issue:42673", - "issue:43012", - "issue:43064", - "issue:43066", - "issue:43122", - "issue:43381", "issue:43408", "issue:43421", "issue:43450", - "issue:43577", - "issue:43673", + "issue:43582", "issue:43742", + "issue:43827", + "issue:43906", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", + "issue:44220", "issue:44261", "issue:44291", + "issue:44380", "issue:44410", "issue:44466", - "issue:44483", "issue:44484", "issue:44496", + "issue:44779", "issue:44829", "issue:44877", - "issue:44945", - "issue:44964", + "issue:44933", "issue:44977", "issue:45071", - "issue:45072", "issue:45081", "issue:45216", "issue:45278", "issue:45310", + "issue:45341", "issue:45405", "issue:45446", - "issue:45464", - "issue:45542", - "issue:45656", + "issue:45561", + "issue:45563", + "issue:45588", "issue:46002", + "issue:46077", "issue:46178", "issue:46231" ], "soft_pairs": [ - "issue:43064|issue:43673", - "issue:43381|issue:44945", + "issue:44380|issue:46077", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:42673|issue:43906", "issue:43450|issue:43986", "issue:43937|issue:44977", + "issue:44291|issue:45071", "issue:44466|issue:46002", "issue:45405|issue:45446", - "issue:42673|issue:45072", "issue:44117|issue:45081", + "issue:45341|issue:45561", "issue:42222|issue:46178", "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:39401|issue:43421", - "issue:44291|issue:45071", "issue:38617|issue:41628", + "issue:42673|issue:43582", + "issue:42617|issue:45341", "issue:43408|issue:43742", + "issue:42490|issue:42673", + "issue:42371|issue:44261", "issue:44877|issue:46231", + "issue:38617|issue:44220", "issue:44484|issue:45310", "issue:43937|issue:44496", - "issue:43066|issue:43122", - "issue:42222|issue:45542", - "issue:44964|issue:45278", - "issue:44483|issue:45464", - "issue:42175|issue:42222", - "issue:44075|issue:45656", - "issue:42371|issue:44261", - "issue:43012|issue:43577" + "issue:44933|issue:45278" ], - "prepared_review_unit_hash": "fbf676c2189550db9a7a7f8fcc7c26e3047def6439c5f615eff19044d1f929fe", + "prepared_review_unit_hash": "2d5d6f47d59de182916f097630d9ad664ca08ab0a06d9553d40f03fcc9ed5203", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35559, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model-loading/import errors, precision/dtype issues, training/runtime bugs, and backend/dependency problems. The title overlap is mostly superficial, so no soft-edge duplicates are accepted.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43122 is the best representative issue in this set: it is a clear, reproducible tokenizer regression with broader version-related impact than the other mostly model-specific reports.", + "summary": "This cluster is heterogeneous: mostly unrelated tokenizer/import/model-specific regressions that only share broad subsystem similarity. No soft-edge pair looks like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.89, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 45278 is the broadest umbrella report (multiple import errors after upgrading), but it is not a true duplicate of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest standalone issue here because it is specific, reproducible, and broadly relevant to tokenizer behavior across versions.", + "best_issue_reason": "Issue 45278 is the most general user-facing regression report in the set and best serves as a loose representative, though the cluster does not contain a real duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Different subsystems: FSDP/PEFT optimizer-state bug vs generation cache missing in chunked prefill." + "reason": "Both are attention-related, but one is GPT-2 backend scaling config and the other is Gemma4 bidirectional masking; different concrete bugs." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "One is an invalid GenerationConfig error, the other is a stale warning about num_return_sequences in paged generate(); not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback vs flash-attention crash on s_aux=None are unrelated failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization quality, but they affect different models and different symptoms (offset mapping vs incorrect outputs)." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "A tokenizer-loading regression is too broad to treat as the same bug as Qwen3 offset_mapping being wrong." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the PyTorch version check bug in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Both involve runtime behavior, but one is eval-mode checkpointing and the other is pipeline-parallel output corruption." + "reason": "VRAM leakage across dataloader threads and an isolated reproduction of another issue are not the same concrete defect." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both mention video, but one is batched processor shape handling and the other is a torchvision dependency crash in AutoProcessor." + "reason": "Incorrect batched video processor shapes and a torchvision-related AutoProcessor crash are different problems." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different concrete failures: invalid GenerationConfig for GLM-5 vs flash-attention generation issues for Qwen3.5." + "reason": "GenerationConfig validation failure is not the same as flash-attention generation misbehavior for Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type checking are separate compatibility regressions." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization/tied-weights behavior is unrelated to NaNs in classification heads after checkout/init." + "reason": "State serialization inconsistency and NaNs after checkout/init do not point to the same code-path." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning and a PyTorch version check bug are unrelated maintenance/config issues." + "reason": "A dependency version bump issue is unrelated to the flex_attention version check bug." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in CI inference." + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashes are different tokenizer-loading failures." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer-loading problems, but they are different code paths and symptoms: mapping None vs Mistral regex patch crash." + "reason": "Both touch testing utilities, but one is a generic bug and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and missing tensorflow_text backend are unrelated backend/model-loading failures." + "reason": "Vitpose breakage and an unsupported tensorflow_text backend mapping error are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different model families and bugs: missing projections in qwen3next vs Qwen3.5 MoE from_pretrained failure." + "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration is unrelated to Qwen3.5 checkpoint serialization regression." + "reason": "Flash-attention training degeneration and broken save_pretrained serialization are distinct regressions." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Both concern tokenization, but one is wrong offset mapping and the other is runtime post-processor updates for special tokens." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "init_empty_weights argument mismatch and PreTrainedConfig type-checking are separate API incompatibilities." + "reason": "Both involve tokenizers, but one is offset mapping and the other is stale post-processor updates after runtime token changes." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and likely different breakages." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Different loading issues for different models: model-type warning vs key error on MobileLLM." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "A config-loading strictness bug is unrelated to a documentation parameter-name mismatch." + "reason": "Both are import errors, but they concern different missing symbols/APIs and do not look like one underlying breakage." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "A VRAM leak in multithreaded loading and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both are model/config validation failures, but for different models and different validation stages." + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same code path." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder-type selection and the other is changed tokenization output; not the same bug." + "reason": "A model-type warning for sam3_tracker vs a KeyError loading MobileLLM are unrelated loader issues." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "VitPose model breakage is unrelated to a TensorFlow backend installation issue." + "reason": "Trailing-slash local path import warning and a Qwen3 VRAM leak are not the same bug." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "A specific Phi-4 multimodal loading failure is not the same underlying bug as broad import errors after upgrade." + "reason": "TF32 docs/settings guidance is unrelated to the MLA q_a_layernorm precision/config bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Both mention chat/completions, but one is a generic request-acceptance failure and the other is a model-specific streaming inference failure." + "reason": "Strict config loading for granite_speech is not the same as a documentation parameter-name typo." }, { - "left": "issue:42175", - "right": "issue:44261", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "TensorFlow backend packaging and MLA rms_norm_eps precision are unrelated issues." + "reason": "Different import/error surfaces: missing layer_type_validation vs a feature-extraction function issue." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Both are optimizer-related, but one is unused SGD args and the other is double optimizer stepping under deepspeed." + "reason": "A question about default shard size is not a duplicate of a Qwen3.5 from_pretrained regression." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a layernorm epsilon precision bug." + "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading failures." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "A compile-time float32 warning is not the same as incorrect dtype persistence when loading BLIP2." + "reason": "A missing image_utils import and broad post-upgrade import errors are too generic to treat as the same bug." } ] }, @@ -13759,330 +13807,344 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ - "issue:38617", "issue:41628", + "issue:42175", + "issue:42222", "issue:42371", - "issue:42673", - "issue:42757", "issue:42831", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43502", + "issue:43531", + "issue:43577", + "issue:43673", "issue:43874", - "issue:43906", "issue:43931", - "issue:43976", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", - "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44829", "issue:44933", - "issue:44945", - "issue:44977", "issue:44987", + "issue:45003", "issue:45071", - "issue:45200", - "issue:45375", + "issue:45341", + "issue:45372", "issue:45440", + "issue:45464", "issue:45478", "issue:45542", "issue:45588", + "issue:45656", "issue:46050", + "issue:46123", "issue:46172", "issue:46231" ], "soft_pairs": [ + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44075|issue:45656", "issue:44410|issue:45478", - "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:43673|issue:45341", "issue:43097|issue:44493", "issue:43874|issue:44261", "issue:41628|issue:45071", "issue:44263|issue:44485", - "issue:42673|issue:44977", "issue:45071|issue:45542", - "issue:42673|issue:43906", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43012|issue:43408", + "issue:43931|issue:44410", "issue:44484|issue:45478", "issue:43441|issue:44829", - "issue:42371|issue:42831", "issue:43335|issue:45071", "issue:43931|issue:44038", "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", "issue:44933|issue:46231", + "issue:43986|issue:45341", "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43986|issue:44484", "issue:43408|issue:44368", - "issue:43976|issue:44945", + "issue:43986|issue:45372", + "issue:43531|issue:45341", "issue:45440|issue:46172", + "issue:44261|issue:44485", "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:43064|issue:44315", - "issue:42673|issue:45200", - "issue:44062|issue:44117", - "issue:38617|issue:42757", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:43931|issue:44410", - "issue:43502|issue:43992" + "issue:43097|issue:45588" ], - "prepared_review_unit_hash": "0caaa7a8d6082e95d918b4ce576f6967a1cc75a89b77170eb355b7813b2962a9", + "prepared_review_unit_hash": "7fb1abf959861ad6ec07e645c4b9b0f7143fb1130453ae7a5ad144aaf9a796f8", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38092, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "soft_pair_count": 37, + "serialized_chars": 38576, + "estimated_input_tokens": 9644, + "estimated_eval_tokens": 19544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers import, config, model-loading, and model-specific bug reports. None of the proposed soft edges look like the same underlying defect, so I reject all of them and use one broad v5 regression report as a loose anchor only.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43097 is the most general, release-wide regression/config-behavior report in the set, so it is the best loose representative for this heterogeneous cluster.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad subsystem keywords but do not look like the same underlying bug or change. I would anchor the cluster on issue 43097 as the clearest broad v5 regression report, but none of the soft-edge candidates should be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43097 is the best anchor because it is a clear, user-facing v5 breaking-change report with broader impact and some reference activity; the other issues are narrower, model-specific, or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "43097 is the strongest cluster representative: it is broad, version-specific, and closer to a general API regression than the more model-specific or one-off reports.", + "best_issue_reason": "Issue 43097 is the strongest representative of the cluster\u2019s general \u201cv5 regression / breaking change\u201d theme, even though the cluster as a whole is too mixed for duplicate consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related to tokenization behavior, but one is a wrong decoder type and the other is version-to-version tokenization drift; different bugs." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TF/backend dependencies, but they fail in different ways and point to different packaging issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "One is about TF32 control settings, the other about FineGrainedFP8 accuracy; unrelated changes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming inference failure; not the same root cause." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different problems: missing TensorFlow in torch extras versus a vitpose model breakage." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one says SGD args are ignored while the other says step is invoked twice under deepspeed; distinct issues." + }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different model families and different failure modes: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained load error." + "reason": "Different model families and failure modes: missing projections in qwen3next versus from_pretrained errors in Qwen3.5 MoE." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision complaints, but they affect different models and different code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Unrelated bugs: an import failure in configuration_utils vs an audio feature extraction helper issue." + "reason": "Generation cache during chunked_prefill is unrelated to a testing utility bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different regressions: a removed config API warning vs unexpected position-id keys during loading." + "reason": "Both are v5 regressions, but one is a removed config flag and the other is an unexpected position-id key warning; not the same bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different model components and symptoms: missing image-patch helper vs a config epsilon precision issue." + "reason": "Different model internals: missing image patch count method versus missing rms_norm_eps in a layernorm path." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "One is an import error for AutoImageProcessor; the other is a PretrainedConfig type-checking regression." + "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking breakage are separate API issues." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but they target different code paths: a torch.split indexer bug vs RoPE implementation concerns." - }, - { - "left": "issue:42673", - "right": "issue:44977", - "accept": false, - "reason": "Different problems: VRAM leakage in multithreaded loading vs generation instability with flash-attention." + "reason": "Both touch GLM models, but one is a torch.split/indexing issue and the other is a RoPE implementation discussion." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated: type-checking regression vs backend-selection crash when TensorFlow is absent." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "Too little overlap beyond both being issue reports; the second is just a reproduction of another bug and not the same defect as the VRAM leak." + "reason": "Type-checking regression in config handling is unrelated to the TF backend/tensorboard issue." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different models and code paths: GLM DSA indexing vs a DeepSeek-V4 tensor transformation issue." + "reason": "Different model code paths and symptoms: DSA indexer split semantics versus a DeepSeek v4 tensor transpose issue." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different underlying bugs in different model implementations; a missing ReLU in DSA indexing is not the same as DeepSeek tensor handling." + "reason": "A missing ReLU in the DSA indexer is not the same as the DeepSeek v4 comb tensor manipulation bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both are warnings, but they come from different mechanisms and models: PyTorch precision warning vs a model-type mismatch warning." + "reason": "Both are warnings, but one is about precision/dtype and the other is a model-type mismatch warning." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL weight mismatch versus missing projections in qwen3next." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Documentation/UX question about shard size is unrelated to a Qwen3.5 MoE loading failure." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but one is a Ministral-3 failure during inference/loading and the other is degenerate training behavior under flash_attention_3." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "Different numeric/precision topics: TF32 API settings vs FineGrainedFP8 accuracy." + "reason": "Both mention FlashAttention, but one is a Ministral-3 load-time failure and the other is training degeneration with flash_attention_3; not mergeable as one fix." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "A SwitchTransformers configuration bug is not the same underlying problem as a PretrainedConfig type-checking regression." + "reason": "SwitchTransformers sparse-layer construction and config type checking are unrelated bugs." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are model-loading issues, but they affect different Qwen3-VL variants with different failure modes." + "reason": "Same broad Qwen3-VL area, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe bug; different concrete problems." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config flag warning is unrelated to gguf_file breaking tokenizer/model loading." + "reason": "Config flag removal and gguf_file loading failures are unrelated code paths." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Import/export API mismatch vs documentation typo; these are not the same bug." + "reason": "Both are generation/pipeline behavior issues, but one is missing cache in chunked_prefill and the other is a final-batch flag bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Different failure points in loading: tokenizer mapping can be None vs a specific model load failure for physical-intelligence/fast." + "reason": "Unsafe sys.modules access is unrelated to the testing_utils issue." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Different models and logic: multimodal image patch counting vs GLM MoE index splitting." + "reason": "An image_utils import error and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "A crash when loading video models without torchvision is unrelated to shard-size defaults." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Both are warnings, but they arise from different models and different config issues; not the same defect." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Different symptoms and layers: Python version compatibility vs incorrect outputs under pipeline parallelism." - }, - { - "left": "issue:45440", - "right": "issue:46172", + "right": "issue:45341", "accept": false, - "reason": "Both mention DeepSeek, but one is an implementation divergence and the other is a specific tensor op issue; not the same bug." + "reason": "AutoProcessor video-model crash without torchvision is unrelated to the testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "A global v5 config/API regression is not the same as a quantized-save/load corruption bug." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a physical-intelligence/fast loading failure are different loader issues." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Different code paths: removed embedding-tie config warning vs flash_attention crash on sink-less models." + "reason": "Image patch counting and torch.split return semantics are unrelated." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different training-stack issues: wrong optimizer state distribution under FSDP2/PEFT vs Liger Kernel not applied with model_init." + "reason": "A missing torchvision dependency crash is unrelated to the max_shard_size default discussion." }, { - "left": "issue:42673", - "right": "issue:45200", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Unrelated: VRAM leak in Qwen3ForCausalLM multithreading vs Gemma 4 multimodal token defaults." + "reason": "Both are warning-related, but they concern different models and different config warnings." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different tokenizer bugs: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." + "reason": "Video-model loading without torchvision and a missing ReasoningEffort import are unrelated dependency failures." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages and unrelated API changes." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Different Qwen variants and different issues: missing attention projections vs a missing config field being dropped." + "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek v4 transpose issue are not the same bug." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different Qwen model families and different failures; these are not the same underlying bug." + "reason": "A missing rms_norm_eps in MLA layernorm is unrelated to the GLM-5 RoPE implementation issue." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different model architectures and failure details; not a duplicate." + "reason": "A removed config flag and a quantization save/load corruption bug are distinct regression types." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Different from_pretrained problems: offline-mode network leakage vs a missing embedding weight during model load." + "reason": "Config flag removal is unrelated to the flash_attention crash on sink-less models." } ] }, @@ -14101,314 +14163,314 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ + "issue:36683", "issue:38617", - "issue:42490", - "issue:42617", "issue:42757", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", + "issue:43352", + "issue:43502", "issue:43526", "issue:43550", + "issue:43582", "issue:43792", "issue:43824", "issue:43825", "issue:43873", "issue:43906", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", + "issue:44062", "issue:44117", "issue:44162", "issue:44222", - "issue:44230", - "issue:44261", + "issue:44315", "issue:44351", "issue:44368", + "issue:44380", + "issue:44410", "issue:44483", "issue:44484", - "issue:44485", "issue:44514", "issue:44655", "issue:44683", "issue:44704", "issue:44938", - "issue:44964", "issue:45103", - "issue:45290", - "issue:45341", - "issue:45372", + "issue:45375", "issue:45478", - "issue:45561", - "issue:45588", - "issue:45698", + "issue:45479", "issue:45753", - "issue:45859", "issue:46123", + "issue:46132", "issue:46172", "issue:46178" ], "soft_pairs": [ - "issue:45341|issue:45859", + "issue:43064|issue:44315", + "issue:44062|issue:44117", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", "issue:38617|issue:44351", "issue:43097|issue:43873", - "issue:44261|issue:44485", - "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", - "issue:42617|issue:45341", - "issue:43986|issue:45290", + "issue:43824|issue:43986", "issue:43066|issue:43906", - "issue:43986|issue:45372", + "issue:44938|issue:46178", "issue:43208|issue:43550", - "issue:45341|issue:45588", - "issue:45341|issue:45561", "issue:43992|issue:44484", - "issue:43986|issue:45341", "issue:43012|issue:43550", "issue:43825|issue:44655", "issue:43012|issue:44368", "issue:42907|issue:44655", "issue:42907|issue:45753", + "issue:43352|issue:44380", "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:46132", "issue:43792|issue:46123", - "issue:44938|issue:46178", - "issue:43208|issue:43526", + "issue:44380|issue:45479", + "issue:43064|issue:44380", "issue:44483|issue:44514", + "issue:43208|issue:43526", "issue:44222|issue:45478", - "issue:43012|issue:44683", - "issue:42490|issue:43012", - "issue:42757|issue:43824", - "issue:45698|issue:46172", - "issue:44038|issue:44230" + "issue:36683|issue:43582", + "issue:43012|issue:44683" ], - "prepared_review_unit_hash": "83118e4eea221276b9093dff609782c7110b7a12886a8ddb27319078cd49d741", + "prepared_review_unit_hash": "638a5ed582141d575435de0c1e903bfcc0043fd6d0eeea445b50a247928c96e7", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36960, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 37077, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import errors, processor/chat-template bugs, save/load regressions, compiler warnings, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so no duplicates should be merged here. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated single-bug issues spanning many different models, APIs, and runtime environments. None of the soft pairs looks like a true duplicate; most only share a broad Transformers v5 / model-inference theme at best.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43097 is the broadest user-facing v5 regression in the set and has external references, making it the best representative issue among otherwise largely unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43097 best captures the cluster\u2019s most general \u201cTransformers v5 breaking change\u201d theme and is more representative than the model-specific or environment-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Different subsystems: a testing_utils bug versus a Qwen3.5 RoPE CPU-offload issue." + "reason": "Different failures: FSDP2 optimizer-state corruption vs Liger kernel not applied with model_init." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different modules (`layer_type_validation` vs `HybridCache`)." + "reason": "Different tokenizer bugs: AddedToken kwarg conflict vs TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "One is a removed API warning/regression, the other is an offloading/quantization behavior issue; not the same bug." + "reason": "Unrelated import errors for different symbols from different modules." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are unrelated code paths." + "reason": "Different Qwen-family config/model bugs with different missing fields/projections." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Model loading regression versus a testing_utils bug; no shared failure mode." + "reason": "Different model paths: Qwen3-VL-Moe bug vs qwen3next missing layer projections." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are separate problems." + "reason": "Local-files-only network leakage vs missing embed_tokens weight on load; different code paths." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Different failures: missing torchvision for video model loading versus TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different import targets and symptoms; not the same broken dependency." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." + "reason": "Tie-embeddings removal warning vs offloading with quantization; distinct issues." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Processor loading without torchvision and chat-template tool-call handling are different code paths." + "reason": "AutoProcessor kwargs passthrough bug vs auto_docstring annotation crash are unrelated." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and a reproduction of another issue are not the same concrete bug." + "reason": "Video AutoProcessor dependency crash vs tokenizer mapping None; different failures." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to the ReasoningEffort import crash in Gemma 4 loading." + "reason": "Model import failure vs missing torchvision dependency during AutoProcessor load." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are distinct model-specific issues." + "reason": "Wrong tokenizer decoder type vs isolated reproduction of a separate issue." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Testing-utils bug versus flash_attention s_aux=None crash; different code paths and symptoms." + "reason": "Python 3.14 load failure vs backend-mapping error for tensorflow_text; unrelated." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Testing-utils bug versus pytest-xdist race on captured_info.txt; not the same issue." + "reason": "Different model-specific training/compile bugs with no shared concrete code path." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "UMT5 from_pretrained missing weights and save_pretrained max_shard_size default are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Video-model loading failure is unrelated to the testing_utils bug." + "reason": "Missing checkpoint weight vs max_shard_size default question; not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compile is not the same as a Bamba SDPA compile failure." + "reason": "Compile warning on bf16 vs actual SDPA compile failure for Bamba; different symptoms and models." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and Pipeline save_pretrained failure are different defects." + "reason": "Pipeline translation warning vs save_pretrained pipeline persistence; unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are different warnings with different triggers: bf16 compile precision versus tie_word_embeddings in LoRA fine-tuning." + "reason": "Both are warnings, but for different causes and code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained behaviors." + "reason": "Dequantized model save bug vs saving Pipeline objects; different save workflows." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save failure and Qwen3.5 infinite-loop inference bug are unrelated." + "reason": "Saving dequantized models vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related bugs in different models and backends." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor-op failure are separate model-specific bugs." + "reason": "ESM2 regression vs deepseek-v4 transpose bug; unrelated model code paths." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Whisper not running and MaskGenerationPipeline dropping final partial-batch results are different subsystems." + "reason": "FlashAttention support issue vs Python version compatibility issue." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Python 3.14 load failure and a tensorflow_text backend mapping error have different causes." + "reason": "Attention scaling ignored vs register API behavior change; related subsystem but not same bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "xLSTM training bugs do not match the BeitImageProcessorFast reduce_labels bug." + "reason": "Whisper runtime failure vs mask generation pipeline partial-batch bug." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Both involve chat/completions behavior, but one is API acceptance and the other is batched apply_chat_template crashing; not the same fix." + "reason": "Attention backend bug vs degenerate zero-loss classification bug; unrelated." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5 moe from_pretrained errors are different load/save paths." + "reason": "Optimizer-state corruption in training vs GPT2 attention scaling bug; different code paths." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both mention compilation, but one is a bf16 warning and the other is a flex_attention failure on torch>=2.9." + "reason": "Chat/completions endpoint rejection vs Qwen2_5_VLProcessor batched padding crash." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "A trailing-slash local model import warning is unrelated to a bf16 compile warning." + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but they concern different missing names and different import surfaces." + "reason": "Both mention MoE/save or load, but one is FP8 save_pretrained and the other from_pretrained error; not the same bug." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Wrong custom module after save_pretrained and a deepseek-v4 tensor operation bug are not the same underlying issue." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both mention Qwen/MoE/FP8, but one is a generic transformers 5.0 bug and the other is FP8 inference support; not one concrete duplicate." + "reason": "Compile warning on bf16 vs torch>=2.9 flex_attention compile failure; different failure modes and paths." } ] }, @@ -14435,333 +14497,305 @@ "issue:36010", "issue:36683", "issue:38617", + "issue:42490", "issue:42757", "issue:42994", + "issue:43012", "issue:43064", "issue:43066", "issue:43299", "issue:43352", - "issue:43441", "issue:43475", "issue:43502", "issue:43525", "issue:43611", "issue:43618", - "issue:43673", + "issue:43756", "issue:43761", + "issue:43824", "issue:43867", - "issue:43881", "issue:43901", - "issue:43906", + "issue:43931", "issue:43937", "issue:43976", "issue:43992", - "issue:44117", + "issue:44038", + "issue:44077", + "issue:44230", "issue:44242", - "issue:44355", "issue:44380", "issue:44483", "issue:44485", + "issue:44492", "issue:44625", "issue:44655", - "issue:44855", + "issue:44938", "issue:45216", "issue:45276", "issue:45290", "issue:45310", - "issue:45375", - "issue:45478", - "issue:45479", + "issue:45593", + "issue:45698", "issue:45753", "issue:46077", "issue:46082", - "issue:46123", - "issue:46132", - "issue:46202", + "issue:46172", "issue:46209" ], "soft_pairs": [ + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:44038|issue:44230", "issue:38617|issue:43502", - "issue:43673|issue:46123", "issue:44483|issue:45290", - "issue:43618|issue:43761", - "issue:43064|issue:44380", + "issue:43756|issue:44485", "issue:43066|issue:46209", - "issue:43299|issue:43867", "issue:36683|issue:43475", + "issue:43299|issue:43867", "issue:45276|issue:46077", "issue:42994|issue:44655", "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:44077|issue:44380", "issue:36010|issue:42757", + "issue:36683|issue:44077", "issue:44625|issue:46077", "issue:43611|issue:44655", "issue:43352|issue:43937", "issue:43867|issue:45216", "issue:46077|issue:46082", - "issue:43502|issue:44485", + "issue:43976|issue:44938", + "issue:43352|issue:45593", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:44380|issue:46132", "issue:36683|issue:44242", - "issue:36683|issue:43881", - "issue:43906|issue:45753", - "issue:43299|issue:45753", - "issue:43352|issue:43976", - "issue:43992|issue:45310", - "issue:43441|issue:44380", - "issue:43352|issue:45478", - "issue:43867|issue:46202", - "issue:44355|issue:44855", - "issue:44380|issue:45479", - "issue:43352|issue:44380", - "issue:43867|issue:45375", - "issue:36683|issue:44117", - "issue:43618|issue:44380" + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "1c6e5df2bc334a96c54e9428da5f48aa714a6d78555a2532ea46e5e73a1a3e76", + "prepared_review_unit_hash": "3ef83aae12b473e15dbc270aa54284fd06ff5b2b1c793dc76ca41a82359504f9", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37671, - "estimated_input_tokens": 9418, - "estimated_eval_tokens": 19092 + "soft_pair_count": 32, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of unrelated Transformers v5 regressions and model-specific bugs. The only clearly duplicate-looking theme is the repeated Qwen3.5 MoE from_pretrained report, but none of the proposed soft edges are strong enough to merge as the same underlying issue.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is a concrete, model-specific regression report with a fuller description, and it matches the only near-duplicate theme in the set (the repeated Qwen3.5 MoE from_pretrained error).", + "summary": "This cluster is heterogeneous: most items are distinct regressions or model-specific bugs that only share broad themes like import/load/save issues. I did not find any soft pair that clearly describes the same underlying change or bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the broadest representative of the save/load path regressions in this set, with active discussion and a general from_pretrained/save_pretrained failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest single issue to represent the cluster\u2019s only obvious duplicate-style topic; the rest of the items are separate bugs, so no broader canonical umbrella is justified.", + "best_issue_reason": "Issue 45698 is the strongest global representative because it targets a core, reusable loading path and has the clearest cross-model relevance among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Both are regressions, but one is an import failure and the other is unwanted hub/network access; different code paths and symptoms." - }, - { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "One is about GenerationMixin cache behavior in chunked prefill, the other about MaskGenerationPipeline final partial-batch handling; unrelated bugs." + "reason": "One is a local-path import warning; the other is a PyTorch bfloat16 compilation warning. Different subsystems and failures." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different API layers: /v1/chat/completions request validation vs apply_chat_template crashing on tool-call messages." + "reason": "Both are import errors, but they concern different missing symbols from different packages and different code paths." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both involve CLIP regressions, but they affect different returned fields (attentions vs hidden_states) and are not the same bug." + "reason": "Both touch CLIP regressions, but one is missing attentions assignment and the other is missing hidden_states. Different bugs." }, { - "left": "issue:43064", + "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Training/FSDP optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." - }, - { - "left": "issue:43066", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer decoder selection and FP8 inference on B200 are unrelated changes with different failure modes." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Both are loading failures, but one is a Qwen3VL MoE model-specific breakage and the other is a state_dict ordering/load issue." + "reason": "CLIP output field regression versus GPT2 attention scaling behavior. No shared underlying defect." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Different missing-attribute bugs on different model families; no shared code path is evident." + "reason": "Generic from_pretrained/save_pretrained loading bug versus a DeepSeek tensor transpose issue. Not the same bug." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Resize-token-embeddings behavior and Gemma4 bidirectional-attention masking are separate Gemma4 issues." + "reason": "Qwen3-VL-Moe loading regression versus fp8 inference support request/bug. Related model family, but different concrete problem." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Quantized model saving and Pipeline.save_pretrained are distinct save-path problems." + "reason": "ImportError for a removed config utility versus offline-mode network requests. Different behavior and fix surface." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Docs/behavior mismatch for text classification is unrelated to pipeline serialization." + "reason": "OpenAI chat endpoint request rejection versus chat template tokenization crash with tool-call messages. Different layers and failure modes." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Both are import errors, but from different packages and symbols; no common underlying defect." + "reason": "Smollm3 RoPE layer count mismatch versus GLM-5 RoPE implementation discussion. Same broad area, but not the same bug." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." + "reason": "Tokenizer decoder type regression versus FP8 inference failure on B200. Unrelated code paths." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Model loading with base_model_prefix is a separate path from saving Pipeline objects." + "reason": "Missing vocab_size on Gemma3Config versus missing fpn_position_embeddings on SAM3 output. Different models and attributes." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "FlashAttention support error and invalid GenerationConfig are different failures." + "reason": "Qwen3VL loading regression versus load failure when state_dict is sorted. Both are load bugs, but not the same defect." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "State_dict-sorting load failure and Qwen3.5 checkpoint-saving regression are not the same bug." + "reason": "Embedding resize propagation bug versus causal attention mask construction bug. Separate model behaviors." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Gemma4 causal-mask construction and LlamaConfig head_dim validation are unrelated configuration issues." + "reason": "Quantized model save failure versus pipeline object save_pretrained support. Both involve saving, but not the same scenario." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." + "reason": "Docs mismatch for return_all_scores versus inability to save Pipeline objects. Documentation issue vs runtime bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Missing vocab_size in Gemma3Config and missing pad_token_id in Llama4Config are separate model config bugs." + "reason": "Model loading breakage versus an infinite loop on a specific image. Different symptoms and likely causes." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + "reason": "patchtsmixer post_init validation versus GPT2 attention scaling config being ignored. Unrelated issues." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Different missing imports from different modules; same generic pattern, but not the same underlying breakage." }, { "left": "issue:36683", - "right": "issue:44242", + "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute missing and MoE load-balancing loss omission are unrelated." + "reason": "Missing config attribute on Gemma3 versus patchtsmixer post_init policy. Not a duplicate." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Missing vocab_size in Gemma3Config and glm-4v-9b loading failure are different model-specific issues." + "reason": "Qwen3.5 num_labels propagation bug versus Gemma4 bidirectional attention mask bug. Different config paths." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "A reproduction of another issue is not the same as a Qwen3_5 infinite-loop-on-image bug." + "reason": "base_model_prefix loading regression versus pipeline save_pretrained support. Both are save/load-related, but distinct problems." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen3_5 image generation looping are different model behaviors." + "reason": "FlashAttention 2 support gap versus invalid GenerationConfig. Different model/runtime issues." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "FlashAttention support and Python version compatibility are unrelated." + "reason": "State-dict ordering load error versus incorrect saved checkpoint contents. Both concern loading/saving, but not the same bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading bugs." + "reason": "Attention mask construction versus LlamaConfig head_dim validation. No shared concrete defect." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Both mention FlashAttention, but one is a model support limitation and the other is attention scaling being ignored." + "reason": "Python version compatibility problems, but for different target versions and likely different causes." }, { "left": "issue:43352", - "right": "issue:45478", + "right": "issue:45593", "accept": false, - "reason": "Same title family, but still a model-specific FlashAttention support error versus a Qwen3.5 MoE from_pretrained failure." + "reason": "FlashAttention support issue versus auxiliary-loss omission. Entirely separate functional areas." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "State_dict ordering load error and Gemma pipeline roundtrip failure are not the same underlying problem." + "reason": "Both are missing config attributes, but on different models and different fields; not the same bug." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Compiled-file import errors on one side and a Python 3.13 torch.jit parsing indentation error on the other are distinct failures." + "reason": "CLIP hidden_states regression versus incorrect Qwen3.5 checkpoint saving. Different models and code paths." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Attention backend scaling bug and degenerate zero-loss classification bug affect different subsystems." + "reason": "Gemma3 config attribute error versus MoE load-balancing loss omission. No overlap in failure mode." }, { "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Unsupported FlashAttention on a model and ignored GPT2 attention scaling are different problems despite the shared backend keyword." - }, - { - "left": "issue:43867", - "right": "issue:45375", + "right": "issue:43931", "accept": false, - "reason": "State_dict-sorted load failure and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are unrelated." + "reason": "FlashAttention support versus Qwen3-VL weight-shape mismatch. Different root causes." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "A missing config attribute and TOKENIZER_MAPPING_NAMES returning None are separate initialization bugs." + "reason": "Distributed optimizer state corruption versus a typo in cache strategy docs/code. No meaningful relation." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "CLIP output field regression is unrelated to GPT2 attention scaling behavior." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading versus Qwen3.5 Moe from_pretrained error. Different model families and bugs." } ] }, @@ -14780,24 +14814,21 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", "issue:42548", "issue:42890", "issue:43010", "issue:43064", - "issue:43097", - "issue:43352", + "issue:43065", "issue:43502", "issue:43575", "issue:43576", @@ -14815,14 +14846,15 @@ "issue:44355", "issue:44360", "issue:44387", - "issue:44492", + "issue:44485", "issue:44556", - "issue:44655", "issue:44749", + "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:44977", + "issue:45071", "issue:45125", "issue:45278", "issue:45341", @@ -14832,269 +14864,274 @@ "issue:45478", "issue:45561", "issue:45600", - "issue:46132" + "issue:45850", + "issue:46132", + "issue:46202" ], "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43867|issue:45375", "issue:41669|issue:44246", - "issue:43097|issue:43352", + "issue:44938|issue:45071", + "issue:36683|issue:43064", "issue:42890|issue:45561", - "issue:43064|issue:44492", - "issue:43976|issue:44938", + "issue:43010|issue:45850", "issue:43867|issue:45357", "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", "issue:36296|issue:43575", - "issue:43064|issue:44655", "issue:28282|issue:33453", "issue:43618|issue:44857", - "issue:44655|issue:44938", "issue:43618|issue:44977", - "issue:43618|issue:44077", "issue:44360|issue:45440", "issue:42890|issue:44964", "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", "issue:44222|issue:45125", - "issue:42890|issue:45341", + "issue:43010|issue:43065", "issue:43576|issue:46132", - "issue:42548|issue:44351", - "issue:44355|issue:44749", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44387|issue:44556", - "issue:45125|issue:45375", - "issue:43010|issue:45278", - "issue:30990|issue:31795", - "issue:43723|issue:44556", - "issue:43502|issue:44222" + "issue:42890|issue:45341", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478" ], - "prepared_review_unit_hash": "7a1ebaf494bfc02a1f5fabd23bcca71e73106e8a8b0c5b8505535d5fe8f368b6", + "prepared_review_unit_hash": "9779df4da0d15402319c8733d39b975cf6158b97bb8a06fc34b06d33afffc4a1", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36747, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster; the issues span unrelated import, loading, training, CI, docs, and model-specific regressions. None of the soft pairs looks like the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not form one duplicate family.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and import/loading breakages. The strongest representative is the broad v4.57\u2192v5.5 import-regression report, while only a couple of soft pairs look like the same concrete underlying issue.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report: it summarizes many import failures after upgrading from 4.57.0 to 5.5.0, which matches the overall cluster theme better than any single narrow symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue: there isn't a single report that plausibly subsumes the others.", + "best_issue_reason": "issue:45278 is the best global issue candidate because it captures the widest scope of the cluster and can plausibly subsume several of the specific import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different bugs: cache/layer no_grad decoration vs general import errors after upgrade." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model/pipeline failures; no clear shared code path." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is compiled-Python-file handling and the other is a Python 3.13 torch.jit parse issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Unrelated: state_dict/loading error vs missing vision config field." + }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import slowdown, but one is a concrete import-star cleanup proposal and the other is an intermittent performance complaint; not the same bug." + "accept": true, + "reason": "Both describe import transformers being slow, and 41669\u2019s import-* cleanup is a plausible concrete cause for the same import-time slowdown." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Different problems: removed config flag behavior vs Flash Attention support for NemotronH." + "reason": "Python 3.14 load failure is not the same as PretrainedConfig type-checking breakage." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Both are test/CI failures, but one is missing set_seed flakiness and the other is an xdist file race." + "reason": "Different subsystems: config attribute error vs distributed training optimizer-state bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Unrelated: distributed optimizer state corruption vs a typo in cache strategy docs/code." + "reason": "Both are test flakiness, but the causes and files are different." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both are Python-version compatibility complaints, but they target different releases and failure modes." + "reason": "A specific no_grad decorator issue is not the same as a broad complaint that v5 breaks many models." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve loading/saving state, but one is a sorted-state_dict load error and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Different save/load problems for different models." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model-specific load bugs; no clear shared code path." + "reason": "Both involve model loading, but the affected models and failure modes differ." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + "reason": "No_grad/cache update bug is unrelated to a Python-version compatibility problem." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model/output and post_init behavior issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Optimizer-state mismatch in training is unrelated to Pipeline save_pretrained support." + "reason": "Tensor-parallel training bug and TP-related OOM on one model are too different without clearer shared root cause." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer loading regression are unrelated components." + "reason": "ImportError for PyTorch vs tokenizer loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions regression and an AMP/CUDA crash in LwDetrImageLoss are different bugs." - }, - { - "left": "issue:44655", - "right": "issue:44938", - "accept": false, - "reason": "Pipeline serialization and Python 3.14 import/load failures are unrelated." + "reason": "Different model-specific failures." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions assignment is unrelated to Qwen3.5 flash-attention generation behavior." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "No shared bug: CLIPOutput output fields vs patchtsmixer post_init allowance." + "reason": "Different model-specific failures." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Both discuss model internals, but the DSA indexer ReLU issue and DeepSeekV3MoE divergence are not the same change." + "reason": "Unrelated algorithm/implementation issue vs model divergence report." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness is unrelated to a model loading failure." + "reason": "Test flake vs multimodal model loading regression." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leak and AddedToken keyword collision are different bugs." + "reason": "Local-files-only network leak vs AddedToken argument collision are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test issues, but the flaky seed problem and GraniteSpeech device-override failure are distinct." + "reason": "Different CI/test problems." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test flakiness and auto_mappings breaking CI due to removed configs are not the same underlying problem." + "reason": "Different CI/test problems." }, { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "Both concern Qwen3.5/MoE, but save_pretrained FP8 behavior and missing _tp_plan for tensor parallelism are different code paths." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "A generic testing-utils bug and SamHQ set_seed flakiness are not clearly the same defect." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken env command and changed AttentionInterface.register behavior are unrelated API issues." - }, - { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + "reason": "Both are loading regressions, but one is tokenizer from_pretrained and the other is checkpoint reload compatibility." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Compiled-Python-file errors and post-upgrade filtering slowdown are unrelated." + "reason": "OOM under int4 quantization is unrelated to checkpoint reload failure." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Same model family, but missing _tp_plan and generic from_pretrained error are not enough to treat as one concrete bug." + "reason": "Different FP8 save_pretrained vs tensor-parallelism support issues." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "MLflow job reporting on failure and tokenizer loading regression are unrelated." + "reason": "Cache no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload compatibility are different regressions." + "reason": "Broken env command vs attention registration behavior change are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "A missing tensor-parallel plan and a dropped vision-config field are separate config/schema issues." + "reason": "Different testing utility issues." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Cache update no_grad semantics and broad import errors after upgrade are not the same bug." + "reason": "Local-files-only API leak vs GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Sentence Transformers hanging on load and confusing forward-arg docs are unrelated." + "reason": "Both are import-name failures, but they concern different missing symbols and there is no evidence they share the same fix." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "AutoTokenizer.from_pretrained failure and v4-to-v5 checkpoint reload failure are different loading problems." + "reason": "Compiled-file import errors and data-filtering slowdown are unrelated." }, { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Network calls despite local_files_only and FP8 save_pretrained on MoE are unrelated." + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE tensor-parallel / from_pretrained regression, and a single fix could plausibly address both." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected canonical issue (45278) is a reasonable broad representative for the import/load regression cluster, and the two accepted soft pairs are plausibly mergeable into single bugfix PRs without overstating evidence. No obvious overreach." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15106,12 +15143,13 @@ "review_unit_count": 50, "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-10000-433", "nodes": [ "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -15122,16 +15160,16 @@ "issue:42757", "issue:42831", "issue:43010", + "issue:43232", "issue:43299", "issue:43502", - "issue:43525", "issue:43526", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", "issue:43874", "issue:43901", - "issue:43976", "issue:44038", "issue:44222", "issue:44230", @@ -15139,309 +15177,294 @@ "issue:44315", "issue:44355", "issue:44360", - "issue:44368", - "issue:44373", - "issue:44393", + "issue:44485", + "issue:44492", "issue:44556", "issue:44623", "issue:44655", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", "issue:45230", + "issue:45362", + "issue:45375", "issue:45468", "issue:45542", - "issue:45656", - "issue:45753", "issue:45850", - "issue:46095", + "issue:46143", + "issue:46144", "issue:46209" ], "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", "issue:42831|issue:43874", "issue:43827|issue:44961", "issue:43502|issue:44961", - "issue:43010|issue:45850", - "issue:43010|issue:44368", "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:44315|issue:44360", "issue:44355|issue:44655", "issue:33453|issue:34689", - "issue:43299|issue:44556", "issue:43576|issue:45071", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:44222|issue:44230", "issue:44961|issue:45468", "issue:31795|issue:38617", "issue:41628|issue:42548", - "issue:43010|issue:43976", "issue:43576|issue:44938", "issue:44908|issue:44961", "issue:44315|issue:46209", + "issue:46143|issue:46144", + "issue:44485|issue:44961", "issue:36296|issue:43901", "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", "issue:44623|issue:45230", "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44273|issue:45003", - "issue:44393|issue:45071", - "issue:44373|issue:44961", - "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:44393|issue:45753" + "issue:44038|issue:45125" ], - "prepared_review_unit_hash": "512ad6c1090d0d50a0c4038ee9c747f6d7f0ec2b85a75814d4ce233e20a3ecf3", + "prepared_review_unit_hash": "df282a2f26e541f2801ae412316d259068390042d05291bc50960db1508c59ef", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37808, - "estimated_input_tokens": 9452, - "estimated_eval_tokens": 19160 + "soft_pair_count": 34, + "serialized_chars": 36986, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous transformer v5 regressions, import/load failures, and docs-only issues; the soft links look like broad topical similarity rather than true duplicates. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43576 is the cleanest concrete regression report in the set and the closest thing to an umbrella user-facing failure, though it still does not truly subsume the rest of the cluster.", + "summary": "The cluster is heterogeneous; the soft-similarity links mostly connect thematically related Transformer issues rather than true duplicates. I would reject all soft edges and avoid collapsing these into one canonical duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is safe here: the items span unrelated bugs across loading, imports, FP8, tensor-parallelism, docs, and CLI behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single representative because it is specific and actionable; the other issues are either model-specific, documentation-only, or unrelated runtime regressions.", + "best_issue_reason": "No issue stands out as a precise global representative; the broadest one (issue:45850) is too generic to serve as a reliable duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Different problems: FP8 accuracy vs a missing image-processor method/AttributeError." + "reason": "Different failures: MLflow reporting on training failure vs tokenizer loading regression." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3_5Moe, but one is missing _tp_plan and the other is a dropped config field; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/no_grad decoration vs generation kwargs after sync_gpus are separate code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Docs about pipeline removals are unrelated to the unrelated 'racoon' report." + "reason": "Stuck loading behavior is unrelated to documentation confusion about forward arguments." }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage is a distinct bug from the unrelated 'racoon' issue." + "reason": "local_files_only network leak and FP8 save_pretrained are unrelated." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "A no_grad decorator change for cache/layer updates is not the same bug as a broad 'v5 breaks many models' complaint." + "reason": "Both are loading regressions, but one is Qwen3VL MoE-specific and the other is a version-upgrade reload issue." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image patch helper in an image processor are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and a meaningless-title issue are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "No_grad/update semantics are unrelated to the tie_word_embeddings warning during LoRA fine-tuning." + "reason": "local_files_only network behavior does not match the unrelated racoon issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated code paths." + "reason": "MLflow failure reporting is unrelated to tensor-parallel training." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors do not match the separate PretrainedConfig type-checking regression." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer/ReLU discussion." + "reason": "Liger Kernel application in model_init has no overlap with the DSA indexer/ReLU discussion." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are not the same as pipeline save_pretrained failures." + "reason": "Compiled-file errors are not the same as save_pretrained on Pipeline objects." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading regression and the other is a specific Llama 3.2 Vision model-loading failure." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both are load failures, but for different versions and model families; not the same concrete bug." + "reason": "Both are loading regressions, but they affect different models and likely different failure points." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type checking are different failures." + "reason": "Broken transformers env command and PretrainedConfig type checking are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import error from huggingface_hub is unrelated to the transformers env command breakage." + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the env CLI breakage." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "Cache/layer update decoration and double optimizer stepping under deepspeed are different bugs." + "reason": "Tokenizer loading regression and tensor-parallel training bug are different subsystems and symptoms." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "A broken env command and a missing Qwen2.5-VL export are separate issues." + "reason": "CLI env command breakage is unrelated to a missing Qwen2_5_VL export." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; different bugs." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The 'racoon' placeholder issue is unrelated to Gemma4 audio positional encoding." + "reason": "No meaningful relation between the two issue reports." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Doc confusion on forward arguments is unrelated to the layer_type_validation import error." + "reason": "Documentation confusion about model.forward and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Two different missing-symbol import errors for different APIs; not one underlying bug." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update decoration and Python-version compatibility are unrelated." + "reason": "Different missing top-level imports; similar class of symptom but not the same underlying bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "The env command issue is not the same as Python 3.14 load failures." + "reason": "CLI env command breakage is unrelated to Python 3.14 load failures." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the 'racoon' report." + "reason": "Scheduler kwargs bug is unrelated to the racoon issue." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are different code paths." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training and text-classification docs are unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different bugs." + "reason": "Model_init/Liger Kernel issue is unrelated to FP8 inference on B200." }, { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "A missing-files save_pretrained bug is not the same as a vague placeholder bug report." - }, - { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Lazy loading and a TensorFlow backend error from tensorboard-only installs are separate issues." + "reason": "Missing kwargs passthrough and attention-interface implementation are related but distinct RoFormer problems." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Qwen3-VL-Moe breakage and missing _tp_plan for Qwen3.5 MoE are related only by theme, not the same bug." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "FP8 inference support and a DeepSeek weight-conversion question are unrelated." + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are different issues." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Lazy loading malfunction is not the same as unsafe sys.modules access." + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Qwen3-VL bounding-box output problems are unrelated to PretrainedConfig type checking." + "reason": "Missing GenerationMixin cache in chunked_prefill and a cache-strategy typo are not the same bug." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "A docstring fix for position_ids is unrelated to the 'racoon' issue." + "reason": "Specific Qwen3.5-35B chat crash vs a broad complaint that v5 breaks many models." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Different version/regression reports with different symptoms and upgrade scenarios." + "reason": "Processor.save_pretrained missing files is unrelated to the placeholder bug report." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a model-specific config bug, not the broad v5 breakage complaint." + "reason": "Lazy loading failure and TensorBoard-without-TensorFlow backend error are unrelated." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3_5/Qwen3-VL, but one is bounding-box output and the other is an infinite loop on a specific image." + "reason": "Both touch Qwen3/VL/MoE, but one is a broad v5 bug report and the other is a missing tensor-parallel plan; different fixes." } ] }, @@ -15467,21 +15490,20 @@ "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", - "issue:43519", + "issue:43525", "issue:43572", "issue:43576", "issue:43673", - "issue:43704", "issue:43827", "issue:43874", "issue:43976", "issue:44077", + "issue:44230", "issue:44246", "issue:44273", "issue:44295", @@ -15490,7 +15512,6 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44655", @@ -15498,27 +15519,36 @@ "issue:44829", "issue:44861", "issue:44908", + "issue:44945", + "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:46018", - "issue:46143", - "issue:46144", + "issue:46095", "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:45362|issue:45850", + "issue:42371|issue:44492", + "issue:44492|issue:45850", + "issue:45278|issue:45850", "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", @@ -15529,308 +15559,293 @@ "issue:44295|issue:45230", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44908|issue:45071", "issue:41669|issue:44351", + "issue:44908|issue:45071", "issue:41669|issue:45341", - "issue:45278|issue:45850", - "issue:43673|issue:44492", "issue:43874|issue:45850", - "issue:46143|issue:46144", "issue:43976|issue:46218", + "issue:44492|issue:44945", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", - "issue:41669|issue:44492", "issue:44315|issue:44829", - "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", "issue:43576|issue:46218", - "issue:43827|issue:44492", - "issue:46018|issue:46172", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689" + "issue:46018|issue:46172" ], - "prepared_review_unit_hash": "35267ff1d750cd0aa5537fc2c6f1fc225ea745706877bdcbba9a5fc400b06a39", + "prepared_review_unit_hash": "69457478004fd7543de75755163c6133ff2de9aba669a4e3741d297cace3f902", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39266, - "estimated_input_tokens": 9817, - "estimated_eval_tokens": 19890 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38513, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are separate regressions, model-specific bugs, or unrelated documentation/test issues. I found no soft pair that convincingly describes the same underlying fix, so all soft edges should be rejected. If a loose representative is needed, the broad v5 regression report is the closest umbrella item.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style regression report in the set, but it is only a loose representative; the cluster itself is too mixed to have a true duplicate canonical.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regression reports and a few docs/perf issues; there is no strong duplicate core, so the closest anchor is a broad version-upgrade breakage report, not a true same-bug cluster.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45278 is the best umbrella anchor because it explicitly describes broad breakage after upgrading to v5.5.0, which is the closest common theme in this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best high-level representative for the general \"v5 breaks many models\" theme, though it should not be treated as a duplicate anchor for the whole cluster.", + "best_issue_reason": "45278 is the most representative issue for the cluster\u2019s general v5 regression/import-breakage theme, though it is still too broad to be a strong duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different models and asks: fp8 inference support vs a weight-conversion script for DeepSeek-V4." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but one is a lazy-loading failure and the other is unsafe sys.modules access/performance; not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated problems: Qwen3-VL bounding-box output issues vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config pad_token_id attribute error vs a vague broad complaint that v5 breaks many models." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family but different symptoms and inputs: bbox output hallucination vs infinite loop on a specific image." + }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Different problems: import-star cleanup/perf vs missing cache state in chunked prefill." + "reason": "Import-time performance regression from import * removal is different from a missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 upgrade incompatibilities, but the concrete breakages differ (reload failure vs meta-init incompatibility)." + "reason": "Both involve v5 compatibility, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific missing config field vs a generic \"v5 breaks many models\" complaint." + "reason": "Specific StableLmConfig attribute mismatch vs a broad general complaint about many models breaking." }, { - "left": "issue:45362", + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings are unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo issue is not the same underlying defect as broad v5 model breakage." + }, + { + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "A Qwen3.5 chat crash is a distinct code path from the broad version-regression report." + "reason": "Both are broad v5 complaints, but 45278 is about import errors after upgrade while 45850 is a generic umbrella statement; not one concrete bug." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to a missing Qwen3_5ForCausalLM import." + "reason": "Import performance/lazy-loading cleanup is different from a missing Qwen3_5 export causing an import error." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import performance slowdown and lazy-loading malfunction are related themes, but not the same bug." + "reason": "Both mention import/lazy loading, but one is general slow import and the other is a functional lazy-loading bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding instability has nothing to do with inverse_sqrt scheduler kwargs handling." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning mismatch is unrelated to Liger Kernel application with model_init." + "reason": "Model-type warning for sam3_tracker is unrelated to Liger Kernel not being applied in model_init." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwarg passthrough is a different path from scheduler kwargs." + "reason": "AutoProcessor kwargs passthrough to cached_file is a different path from scheduler kwargs being ignored." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to an unspecified 'bug report' with no clear shared defect." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox output errors are unrelated." + "reason": "Python-version compatibility is unrelated to a Qwen3-VL output hallucination/error." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading a buffer-registered position_ids tensor is a specific model bug, not the same as the generic report." + "reason": "Buffer-access error for position_ids is not the same as an unspecified bug report." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL 2D bbox hallucinations." + "reason": "Flash Attention 2.0 unsupported vs Qwen3-VL bbox output issues; different failures." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken `transformers env` CLI and scheduler keyword handling are unrelated." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage affect different subsystems." + "reason": "transformers env command regression and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance is unrelated to the HybridCache import error." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Model import cleanup/perf issue does not match a testing_utils bug." + "reason": "Import * removal/import performance is unrelated to missing HybridCache export." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Both mention broad v5 breakage, but one is about import errors and the other is a generic regression complaint." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; no shared code path." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "Chunked prefill cache missing and a cache-strategy typo are different issues." + "reason": "Import-time performance issue is unrelated to a small testing_utils bug." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "GLM46V image patch helper AttributeError is a specific multimodal bug, not the generic v5 regression." + "reason": "Missing image-patch count helper for multimodal tokens is a specific API bug, not the broad v5 breakage complaint." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs passthrough and the other is attention-interface usage." + "reason": "Python 3.9/3.10 compatibility is unrelated to a missing import for Qwen3_5ForCausalLM." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44492", + "right": "issue:44945", "accept": false, - "reason": "Python compatibility failure and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are different problems." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox output issue is unrelated to the Qwen3.5 Moe from_pretrained failure." + "reason": "Different Qwen model variants and symptoms; one is bbox output error, the other is a from_pretrained failure." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight key list handling are different problems." + "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on list-typed keys." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation updates after pipeline removals do not match scheduler kwargs behavior." + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "One is documentation confusion; the other is a tokenizer loading regression." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-star cleanup/performance and cache-strategy typo are unrelated." + "reason": "Documentation confusion about forward args is unrelated to tokenizer-loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different code paths." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 configuration guidance and a cache-strategy typo are unrelated." + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "CLI env command breakage and lazy-loading malfunction are not the same bug." + "reason": "transformers env command regression and lazy-loading malfunction do not share one concrete bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight key extraction crash are unrelated." + "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding bug are different topics." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report is not enough evidence that this is the same Qwen3.5 Moe from_pretrained issue." + "reason": "No clear evidence of the same bug; one is an unspecified report, the other is a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and scheduler kwarg handling are unrelated." + "reason": "Lazy-loading malfunction and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken `transformers env` command and missing Qwen3_5ForCausalLM import are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Docs still referencing pipeline() and a cache-strategy typo are different issues." + "reason": "transformers env command regression is unrelated to the Qwen3_5 import error." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating behavior and a deepseek-v4 tensor transpose bug are distinct." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp math in Qwen3VL does not overlap with scheduler kwargs handling." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star cleanup/performance is unrelated to a VRAM leak in multi-threaded dataloaders." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion about forward args is unrelated to a model-loading regression for Llama 3.2." + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(...).transpose(...) bug are different concrete issues." } ] }, @@ -15858,6 +15873,7 @@ "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:37934", "issue:38617", @@ -15874,6 +15890,7 @@ "issue:43525", "issue:43572", "issue:43606", + "issue:43618", "issue:43668", "issue:43704", "issue:43717", @@ -15884,9 +15901,11 @@ "issue:44263", "issue:44351", "issue:44485", + "issue:44492", "issue:44623", "issue:44861", "issue:44908", + "issue:44938", "issue:44998", "issue:45290", "issue:45310", @@ -15898,6 +15917,10 @@ "issue:46218" ], "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", "issue:31515|issue:31795", "issue:44485|issue:45468", "issue:43298|issue:46095", @@ -15911,18 +15934,18 @@ "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", - "issue:43352|issue:46218", "issue:42913|issue:43066", + "issue:43352|issue:46218", "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:43525|issue:44861", - "issue:43704|issue:44998", "issue:43572|issue:44861", - "issue:43066|issue:44998", - "issue:41669|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:44998|issue:46218", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:44230|issue:45310", @@ -15941,286 +15964,292 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "a5a4ed954ea6ba57b94c1ff8724151bb61c01ed200b2478009554726edc18d3c", + "prepared_review_unit_hash": "7607d0984651040db580a20bd4a360f824fb35fc7ce4cd408fa5ef806c7c4e6e", "component_budget": { "node_count": 433, "item_count": 433, - "soft_pair_count": 1595, - "serialized_chars": 826507, - "estimated_input_tokens": 206627, - "estimated_eval_tokens": 413510 + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 42, - "serialized_chars": 36087, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 46, + "serialized_chars": 39453, + "estimated_input_tokens": 9864, + "estimated_eval_tokens": 19984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: most items are distinct Transformers issues spanning different models, config fields, tokenizer behavior, import errors, and training/runtime bugs. No soft pair looks like the same underlying bug/change; the best representative is the broad v5-regression umbrella issue.", - "confidence": 0.55, - "canonical_issue_reason": "issue:45850 is the only broad umbrella-style report in the set and best represents the cluster\u2019s recurring \u201cv5 breaks models\u201d theme, while the others are mostly specific, unrelated bugs.", + "summary": "This is a noisy, mostly non-duplicate cluster of Transformers issues spanning unrelated regressions, docs, and model-specific bugs. No soft pair looks like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest and most central representative here: it frames the cluster as a general 5.0 regression affecting many models, which best matches the mixed similarity signals across model-loading/tokenizer-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most suitable global representative because it is high-level and can plausibly subsume the scattered version-regression complaints; however, the cluster is not a tight duplicate set.", + "best_issue_reason": "issue:45850 is the best issue representative for this cluster because it is the only clearly umbrella-style report and is still open, making it a better anchor than the many narrow, unrelated bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated areas: timestamp parsing bug vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different scope: import-* cleanup/perf issue vs VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc confusion about forward args vs a concrete model-loading regression." + }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Different problems: slow checkpoint loading vs confusing forward() docs." + "reason": "Checkpoint loading slowness is not the same as documentation confusion about model.forward." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific architecture issues, but GLM RoPE and Gemma audio positional encoding are unrelated code paths." + "reason": "GLM-5 RoPE math is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to DeepSeek-V4 weight conversion guidance." + "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion format." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3 causal LM multi-threading is not the same as GLM-5 RoPE implementation." + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE behavior." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage complaint vs a specific module import failure; not the same bug." + "reason": "Broad version-breakage report vs a specific import failure for Qwen3_5ForCausalLM." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different bugs." + "reason": "Local-files-only network requests vs incorrect timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration guidance is unrelated to a VRAM leak." + "reason": "TF32 API guidance is unrelated to a dataloader-thread VRAM leak." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and save_pretrained missing files are separate processor issues." + "reason": "Timestamp calculation bug vs missing files in processor.save_pretrained." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp computation bug vs multi-thread VRAM leak; different functionality and code paths." + "reason": "Different failures: timestamp math vs multi-thread VRAM leak." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GLM MoE indexer is not the same as Gemma audio positional encoding." + "reason": "torch.split return-value handling is a different code path from Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue in MLA q_a_layernorm is unrelated to Gemma audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/modules and likely different causes." + "reason": "Both are import errors, but for different missing symbols/modules and different root causes." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Flash Attention 2 support limitation for NemotronH is not an import-module failure." + "reason": "General tokenizer behavior change v4\u2192v5 is broader than the specific decoder-type mismatch." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is a broad regression while the other is a decoder-type mismatch." + "reason": "Flash Attention support limitation is unrelated to the Qwen3_5ForCausalLM import failure." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." + "reason": "Scheduler keyword handling bug vs a nonspecific/invalid issue title; no shared bug." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Tied-weight key handling crash is unrelated to chat template tool-call crashes." + "reason": "Cache-strategy typo is unrelated to the unrelated placeholder issue." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and tied-weight key attribute handling are different config/runtime issues." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { - "left": "issue:43704", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the placeholder issue." + "reason": "Placeholder/nonsensical issue title is not the same as broad 5.0 model breakage." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + "reason": "Tied-weights crash and chat-template tool-call crash are different failures in different paths." }, { - "left": "issue:43066", + "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder-type regression and the placeholder issue are unrelated." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { - "left": "issue:41669", - "right": "issue:44998", + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Removing import * from models is a performance/refactor issue, not the placeholder issue." + "reason": "StableLmConfig pad_token_idx regression is a different config issue than tied-weight-key crashes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an import error from configuration_utils are different failures." + "reason": "Slow checkpoint loading is unrelated to the layer_type_validation import error." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE is unrelated to missing processor save files." - }, - { - "left": "issue:44998", - "right": "issue:46218", - "accept": false, - "reason": "Unemployment placeholder is unrelated to an import failure." + "reason": "FP8 inference support request is unrelated to missing processor save_pretrained files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting after failed training and slow from_pretrained loading are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading slowness." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bugs are different issues." + "reason": "Checkpoint loading performance is unrelated to tensor-parallel training correctness." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same concrete bug." + "reason": "FP8 support request is different from the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are different problems." + "reason": "Loading slowness is not the same as tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio-model continuous batching support and FP8 inference support are separate feature gaps." + "reason": "Audio continuous batching support and FP8 inference support are different feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + "reason": "Mamba init_weights usage and RoFormer attention-interface behavior are different model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value bug and DeepSeek-V4 shared expert gating are different model-specific issues." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint on ModernBERTConfig is unrelated to tokenizer regex warnings." + "reason": "Incorrect type hint on norm_eps is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling and kwargs not reaching loss calculation are different training paths." + "reason": "Ignore_value not used in Mask2Former is unrelated to kwargs not being passed to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated code paths." + "reason": "Loss kwargs propagation bug is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model ignore_value bug is unrelated to global tokenizer regex warnings." + "reason": "Mask2Former ignore_value regression is unrelated to tokenizer regex warning noise." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former config/usage bug does not match a RoFormer attention implementation issue." + "reason": "Mask2Former loss behavior is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model ignore_value handling and a quantization-operation typo are unrelated." + "reason": "Mask2Former ignore_value bug is unrelated to the quantization-operation typo." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation is unrelated to a type-hint correction." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "Type-hint issue and quantization typo are clearly different." - }, - { - "left": "issue:37934", - "right": "issue:43668", - "accept": false, - "reason": "Llama4TextL2Norm design question is unrelated to ModernBERTConfig typing." - }, - { - "left": "issue:42936", - "right": "issue:43668", - "accept": false, - "reason": "Mask2former ignore_value bug and ModernBERTConfig type hint are unrelated." + "reason": "Loss kwargs propagation and ModernBERT norm_eps type hint are different problems." } ] }, @@ -16239,8 +16268,8 @@ "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": [ @@ -16253,52 +16282,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "174914c79743347044c48a7bcd83514e9ffd8ed6e3fab526224639a2284c3f4e", + "prepared_review_unit_hash": "f4177fe00a586dad4d0ed104c6b4876aa1b4a7786b7314956f1fbb5bfbdecf8d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three items are unrelated feature requests: truncation behavior in tokenization, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. The soft similarities are superficial, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:10519 is the clearest and most self-contained feature request, with a specific API change request and explicit scope for both truncation modes.", + "summary": "These three closed issues are not duplicates of one another: one asks for truncating from the beginning in tokenization, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word time offsets. They are separate feature requests in different subsystems.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the best standalone representative because it is concrete, narrowly scoped, and describes an actionable enhancement rather than a broad question.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and problems: truncation strategy vs Wav2Vec2 word boundary timestamps. No shared code path or concrete duplicate relationship." + "reason": "Different feature areas and concrete requests: tokenizer truncation direction vs Wav2Vec2 word boundary timing. No shared bug or change path." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One asks for tokenizer truncation-from-beginning behavior; the other asks for learning-rate scheduler functionality. These are unrelated features." + "reason": "Unrelated functionality: token sequence truncation behavior vs learning-rate scheduler behavior. They do not describe the same underlying problem." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler feature request and Wav2Vec2 timestamp extraction are distinct tasks with no overlapping implementation target." + "reason": "Scheduler feature request and ASR timestamp extraction request are unrelated; no common code path or duplicate symptom." } ] }, @@ -16317,8 +16346,8 @@ "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": [ @@ -16330,7 +16359,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "eb758d59b360229cf07a5ccab9b6bb0bd7ba3f7e0815a712eec08c04a5715017", + "prepared_review_unit_hash": "38db992f01eeb7f42d6df4e85d4e79286b914dfa6c066884611655fb38e273e9", "component_budget": { "node_count": 3, "item_count": 3, @@ -16352,24 +16381,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate-quality match here. The only related pair is two model-loading complaints, but they describe different failure modes; the tokenization issue is unrelated.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #16618 is the most general and representative of the shared model-loading theme, so it works best as the cluster\u2019s anchor despite not being a duplicate of the others.", + "summary": "The three issues do not look like true duplicates as a cluster. One is about Tapas tokenization, one about a private-model auth/error-message case, and one about failing to load bert-base-uncased. The only plausible overlap is between the two loading-related issues, but the titles suggest different root causes, so I would not merge them.", + "confidence": 0.73, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the loading-failure side of the cluster, but it does not clearly duplicate the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #16618 is the strongest standalone issue: it describes a concrete user-facing failure to load a named model, which is more central than the narrower auth/error-message report and far more relevant than the tokenization bug.", + "best_issue_reason": "#16618 is the strongest standalone issue because it describes a concrete user-facing failure to load a model and has the most discussion activity among the loading-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different subsystems and symptoms: tokenization parity vs. model loading failure. No evidence they stem from the same bug." + "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; they do not appear to share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both are model-download/load related, but one is specifically a private-model login/error-message problem and the other is a generic failure loading bert-base-uncased; not the same underlying issue." + "reason": "Private-model auth/download error and public-model loading failure are different code paths and likely different root causes, so this is not a safe duplicate." } ] }, @@ -16388,8 +16417,8 @@ "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": [ @@ -16399,7 +16428,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "93d12371ab4d5ce713c3f024ddea9c008b91c986115303281b2fbc79149aa99b", + "prepared_review_unit_hash": "50fea411083d4d79c7183236b58f1f0d77e0e9633f462c9b7e7dc15e18ebdcd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -16421,18 +16450,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a similar framing but not the same underlying change or code path.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 26350 is the better cluster anchor because it is older and has more discussion activity, but it is not a duplicate of 33260.", + "summary": "These are two unrelated feature-request issues in the same general model-optimization area, but they target different integrations: Flash Attention 2 architecture support vs GGUF architecture support. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the most suitable representative for the cluster only by age/activity; the requests themselves are unrelated features.", + "best_issue_reason": "No canonical issue among these; if forced to pick one representative, issue #33260 is slightly more specific and later, but it is not a duplicate of #26350.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests in different subsystems: Flash Attention 2 support vs GGUF support. Similar contribution template, not the same bug/change." + "reason": "Different requested features and code paths: Flash Attention 2 support for more architectures versus GGUF support for more architectures. They share only a broad theme of architecture support, not the same underlying bug or change." } ] }, @@ -16451,8 +16480,8 @@ "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": [ @@ -16492,194 +16521,191 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "d2d9dea9ea57b8bc1e6293bfc4ed48f2a83022d4a60f235294aa023180637702", + "prepared_review_unit_hash": "4c56aa5cb2f17b58f1b8b15f8c36938ea9565b7f1679b8d497b1ecabe4ff9a4f", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13675, - "estimated_input_tokens": 3419, - "estimated_eval_tokens": 7094 + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13675, - "estimated_input_tokens": 3419, - "estimated_eval_tokens": 7094 + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of i18n translation-request issues. The specific-language tickets (Turkish, Spanish, Romanian) are distinct from each other, while the placeholder-title i18n issues are near-identical and look like duplicate template instances.", - "confidence": 0.78, - "canonical_issue_reason": "issue:46222 is the best representative of the duplicate placeholder i18n template issues: it is current, open, and structurally matches the other generic translation-template tickets more closely than the language-specific requests.", + "summary": "These are separate i18n translation requests for different languages, not true duplicates of one underlying issue. The generic placeholder-titled items look templated, but they still represent distinct translation targets, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the strongest cluster anchor because it represents the generic translation-template form and appears to be the latest active instance among the near-identical placeholder issues.", + "best_issue_reason": "issue:43834 is the cleanest generic/template-style example, but it is not a safe canonical duplicate because the cluster spans different target languages and one unrelated Thai-text issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different concrete translation requests; Turkish vs placeholder generic template are not the same issue." + "reason": "Different translation targets; same template wording is not enough to make them the same issue." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Turkish translation request is distinct from the generic placeholder translation template." + "reason": "Different translation targets; these are separate language requests, not one bug/change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language/request scope; not the same underlying issue." + "reason": "Different translation targets; same docs-translation theme, but not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish translation request does not duplicate the generic placeholder ticket." + "reason": "Different language requests; this is only template similarity, not a duplicate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are separate language tasks." + "reason": "Turkish vs Romanian translation requests are distinct." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate issues, not duplicates." + "reason": "Turkish vs Spanish translation requests are distinct and should not be deduped." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder template; different underlying ticket." + "reason": "Spanish translation request vs generic template text; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder issue." + "reason": "Different target language; only the template phrasing matches." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are different language-specific issues." + "reason": "Spanish vs Romanian translation requests are separate tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request does not match the generic placeholder translation template as the same issue." + "reason": "Different target language; not a duplicate change or bug." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs placeholder template; not the same concrete issue." + "reason": "Romanian translation request vs generic template item; different concrete tasks." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder translation ticket." + "reason": "Romanian translation request vs generic template item; not the same issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation task is separate from the placeholder template issue." + "reason": "Different translation targets; these should remain separate issues." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different language-specific request versus generic placeholder template." + "reason": "Romanian request and template placeholder are only textually similar, not duplicates." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and the Thai-titled issue do not look like the same underlying ticket." + "reason": "Romanian translation request vs unrelated Thai text; not the same issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Both are near-identical placeholder i18n translation-template issues with the same title/body pattern." + "accept": false, + "reason": "Template-like title similarity only; the underlying language requests differ." }, { "left": "issue:43834", "right": "issue:46222", - "accept": true, - "reason": "These look like duplicate instances of the same generic translation-template issue." + "accept": false, + "reason": "Template-like title similarity only; different concrete translation request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same placeholder translation-template issue, no meaningful distinction visible." + "accept": false, + "reason": "Template wording matches, but the language target does not." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Thai-titled issue is not clearly the same generic placeholder translation template." + "reason": "Generic template item vs unrelated Thai-text issue; not a duplicate." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Near-identical placeholder i18n translation-template issues." + "accept": false, + "reason": "Different language targets; same translation template is insufficient for duplication." }, { "left": "issue:44365", "right": "issue:46222", - "accept": true, - "reason": "Same generic placeholder translation issue, likely duplicate." + "accept": false, + "reason": "Different language targets; not the same underlying request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No clear evidence that the Thai-titled issue is the same underlying placeholder ticket." + "reason": "Generic translation request vs unrelated Thai-text issue; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", - "accept": true, - "reason": "These are effectively the same placeholder translation-template issue." + "accept": false, + "reason": "These are distinct language-specific translation requests." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "The Thai-titled issue does not match the placeholder generic translation template closely enough to merge." + "reason": "Generic translation request vs unrelated Thai-text issue; no shared underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation-template issue and the Thai-titled issue are not clearly the same ticket." + "reason": "Different subject matter: a translation request versus unrelated Thai text." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the generic template issues ([i18n-] Translating docs to ) are extremely close to each other, while the language-specific tickets are clearly different by title and are reasonably kept separate. The soft-edge verdicts are conservative overall, and the canonical issue choice (46222) is supported by its open state and recency among the near-identical template issues." - }, - "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 }, @@ -16691,8 +16717,8 @@ "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": [ @@ -16740,261 +16766,261 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", + "issue:43671|issue:43909", "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", "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": "41501de06e65798bd4a694373a44742731df0e6039b194238226a014400d318c", + "prepared_review_unit_hash": "a6ff51e7369f2ea32f42816450f954e716074c4118b23977f2208cfe35790094", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21659, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21659, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all separate model-request issues, not duplicates. The similarity is only at a broad topical level (\u201cadd support for a model\u201d), while the requested models and modalities differ materially.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: each item requests a different model or feature (e.g., EuroBert, RF-DETR, Qwen3-TTS/ASR, ModernVBERT, Voxtral TTS, etc.), so they are not the same underlying request.", + "summary": "These are mostly related model-request tickets, but they describe different models or tasks, so they do not look like duplicates of one another. No PRs are present in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43671 is the best representative of the set: it is a clear model-support request and sits near the center of the related audio/model-request cluster, but it is still not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: none of these issues subsumes the others, and the overlap is only the generic 'add model support' theme.", + "best_issue_reason": "Issue 43671 is the strongest single issue to keep as the representative ticket, because it is broad and centrally connected by topic, while still being distinct from the other requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config support vs DEIMv2. Same broad theme, but not the same underlying change." + "reason": "EuroBert config request vs DEIMv2 model request; different models and different work items." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different modalities." + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated models/tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are different models and different code paths; not duplicates." + "reason": "EuroBert config request vs RF-DETR model request; different architectures." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests, not one concrete duplicate." + "reason": "RF-DETR vs DEIMv2; same general 'add model' theme, but not the same model." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR (vision detection) and LFM2.5 Audio 1.5B are different modalities and changes." + "reason": "RF-DETR object-detection model request vs LFM2.5 Audio support; different domains." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are separate model requests with no shared concrete implementation target." + "reason": "RF-DETR vs OpenAI weight-sparse transformer; distinct model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR (vision) vs Qwen3-ASR (audio speech recognition) are different underlying features." + "reason": "RF-DETR vs Qwen3-ASR support; different models and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and different task domains." + "reason": "RF-DETR vs Qwen3-TTS support; different model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions; only the broad 'add support' theme matches." + "reason": "NeoBERT vs Qwen3-ASR; unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are different architectures and request targets." + "reason": "NeoBERT vs weight-sparse transformer; different architecture targets." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model; LFM2.5 Audio 1.5B is an audio model request." + "reason": "NeoBERT vs LFM2.5 Audio; different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests, not the same underlying bug/change." + "reason": "RF-DETR vs NeoBERT; different models with no concrete overlap." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are distinct requests despite both being BERT-like names." + "reason": "NeoBERT vs ModernVBERT; both BERT-like names, but different specific models." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model features." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are separate model additions." + "reason": "MiniCPM3 architecture request vs weight-sparse transformer; distinct requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT are different concrete model support requests." + "reason": "MiniCPM3 architecture vs ModernVBERT models; different target models." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated models." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 vs Qwen3-TTS; different model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different additions; not mergeable as one duplicate." + "reason": "ModernVBERT models vs Qwen3-ASR; different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct model support requests." + "reason": "ModernVBERT models vs Qwen3-TTS; not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely on BERT naming, but request different implementations." + "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a specific model request, the other a broader architecture pattern." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated features." + "reason": "BERT-like models with RoPE vs Voxtral TTS support; broad architectural note vs specific TTS model request." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR are related product names but different concrete modalities and code paths." + "reason": "Qwen3-TTS support vs Qwen3-ASR support; related family, but different concrete models and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests, not the same model or change." + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio, but different models and implementation targets." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different task domains (speech vs OCR)." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and models." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated model additions." + "reason": "Qwen3-TTS support vs weight-sparse transformer; unrelated model classes." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests in different domains." + "reason": "Qwen3-TTS support vs LFM2.5 Audio; both audio-related but different models and features." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but not the same concrete model or implementation." + "reason": "Qwen3-ASR support vs LFM2.5 Audio; different audio models and requested changes." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests; no shared code-path bug/change." + "reason": "Qwen3-ASR support vs EUPE perception encoder; different model domains." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests, not duplicates." + "reason": "Qwen3-ASR support vs weight-sparse transformer; not the same bug or feature." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are distinct model requests with different targets." + "reason": "LFM2.5 Audio support vs SAM3-LiteText; audio model request vs vision/text model request." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and OpenAI weight-sparse transformer are unrelated requests." + "reason": "Weight-sparse transformer request vs EUPE perception encoder; different model architectures and goals." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech models and different support changes." + "reason": "Qwen3-ASR support vs Voxtral TTS support; same broad area, but different concrete audio models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + "reason": "NeoBERT vs Voxtral TTS support; unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementation areas." + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different tasks and models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests from different authors/tasks; only broad vision-language similarity exists." + "reason": "EUPE perception encoder vs TIPSv2 vision-language pretraining; related research area, but not the same change." } ] }, @@ -17013,8 +17039,8 @@ "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": [ @@ -17024,7 +17050,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "143e8a03e19b65b70ab0116efff78e12ac55d0fb431defe7b2fbf0a0402e669c", + "prepared_review_unit_hash": "c8138dc97866b3844e9017022aeb26ca2ec0d4d26a620870027bd20472ebff27", "component_budget": { "node_count": 2, "item_count": 2, @@ -17046,18 +17072,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a specific decoding feature request, the other is a model-support request for DeepSeek v3.2. The only similarity is very broad AI/model infrastructure overlap, which is not enough to merge them.", + "summary": "These two issues do not describe the same underlying problem or change. One is about a block decoding setting, the other is a request for DeepSeek v3.2 support, so this cluster is not a duplicate pair.", "confidence": 0.97, - "canonical_issue_reason": "Issue #41084 is the more concrete, narrowly scoped request and is easier to use as a representative anchor for this cluster, but it is not actually the same problem as #43037.", + "canonical_issue_reason": "Issue #43037 is the more specific, self-contained request and is the better representative of this small cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41084 is the better canonical-style representative because it is more specific and actionable than the broader model-support request in #43037.", + "best_issue_reason": "Issue #43037 is the clearest actionable issue title and the best overall representative among the issues present.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles describe different underlying needs. 'Set Block Decoding' is a decoding behavior/feature request, while 'DeepSeek v3.2 support' is about adding support for a specific model. They do not appear to be the same bug or change." + "reason": "The titles and implied scope are unrelated: block decoding configuration versus adding DeepSeek v3.2 support. They do not look like the same bug or change." } ] }, @@ -17076,8 +17102,8 @@ "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": [ @@ -17087,12 +17113,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "a88e3b9538761bfd0a28116276a700b7863ccf192e03b3bc73ec5db9bec7c3d1", + "prepared_review_unit_hash": "dd596a5990e9601fbc7d2bb71c9747106da997386b80d45635137c0233eb637d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17100,7 +17126,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17109,18 +17135,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Trainer concerns: one asks to revisit `remove_unused_column` for customizability, while the other asks to account for custom trainers when estimating FLOPS. They share a broad Trainer/customization theme but not the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "No canonical issue: the reported behaviors are different code paths and different requested fixes.", + "summary": "These two issues are loosely related through Trainer customizability, but they describe different problems: one concerns `remove_unused_column` behavior, the other FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43598 is the more concrete and well-scoped report: it targets a specific Trainer option (`remove_unused_column`) and a specific customizability concern.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if one must be kept as the cluster representative, 43598 is the more concrete Trainer API/customization request.", + "best_issue_reason": "Issue 43598 is the best representative for the cluster because it centers on a clear Trainer behavior that could be independently tracked and fixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different problems: `remove_unused_column` behavior versus FLOPS estimation for custom trainers. Similar subsystem, but not the same underlying issue." + "reason": "Related only at a high level via Trainer customization; they concern different code paths and user-facing problems (`remove_unused_column` vs FLOPS estimation)." } ] }, @@ -17139,8 +17165,8 @@ "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": [ @@ -17150,7 +17176,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "78f0280bf96ec4989303cfd373eb4e7f3f3107ec015e52b0d259b08ea937d8b1", + "prepared_review_unit_hash": "364b855471a3e4d1425ad35bff1259391fb7b293d5e143db4b51314a1776d144", "component_budget": { "node_count": 2, "item_count": 2, @@ -17172,18 +17198,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43684 is broader and more directly about model registration support, making it the better representative of the cluster.", + "summary": "These are both model-support requests, but they target different Qwen variants and different AutoModel code paths: one asks for Qwen3-Omni registration in base/conditional-generation autos, while the other asks for sequence-classification support for Qwen3.5. They are related thematically but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader and more central registration request, with explicit targets in AutoModel and AutoModelForConditionalGeneration; it is the better representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the strongest standalone issue because it describes a concrete registration gap for a specific model family and auto-class pair.", + "best_issue_reason": "Issue 43684 is the strongest standalone representative because it describes a concrete auto-class registration gap and covers multiple auto classes, whereas 44405 is a narrower support request for a different config.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different auto classes; they do not describe the same underlying bug or change." + "reason": "Different model families/configs and different requested auto-class support; they do not describe the same underlying bug or change." } ] }, @@ -17202,8 +17228,8 @@ "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": [ @@ -17220,7 +17246,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "eb593e8fb5177a9792ad2fa3e98c968bdac801c3daf61f4157d4e17fc62ce838", + "prepared_review_unit_hash": "7aea21fd8d8951c3639b6d8f87790e264aa2e52555030b4f21318769dcbcf244", "component_budget": { "node_count": 4, "item_count": 4, @@ -17242,48 +17268,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-signal: three issues share the identical vague title \"huggingface \" and one issue is titled \"Fett\". With no bodies, targets, filenames, or references, there isn\u2019t enough evidence to confirm any pair as the same underlying bug, so no soft matches are accepted.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" issues and is the most representative placeholder entry in this cluster; 43835 has a different title and looks less central.", + "summary": "The three issues titled \"huggingface\" are the only plausible duplicate cluster; \"Fett\" looks unrelated. However, the available evidence is just identical titles and minimal bodies, so I would not merge any pair on this data alone.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the best canonical choice because it is one of the repeated \"huggingface\" reports and is the earliest of the near-identical issues.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best single issue to anchor the cluster because it is one of the repeated identical titles and appears earliest among them; however, the issue data is too sparse to make a stronger choice.", + "best_issue_reason": "Issue 43845 is the best representative of the duplicate-looking set: same title as the others, earliest timestamp, and no evidence that it differs materially.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no descriptive content; soft similarity alone is not enough to conclude the same underlying issue." + "reason": "Different titles and no shared concrete problem details; the only overlap is a generic soft similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting details such as bodies, targets, or references." + "reason": "Different titles and no shared concrete problem details; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no evidence they describe the same bug or change." + "reason": "Different titles and no shared concrete problem details; no basis for duplicate triage." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical vague titles, but there is no body or other evidence showing they refer to the same underlying problem." + "reason": "The titles match, but the bodies are too sparse to confirm the same underlying bug; identical wording alone is insufficient." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same vague title, but insufficient concrete evidence to merge them as duplicates." + "reason": "Same generic title, but there is no concrete description, target, or code-path evidence proving they are duplicates." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same vague title, but no substantive details to establish a shared underlying issue." + "reason": "Same generic title, but the available information is too thin to verify a shared underlying issue." } ] }, @@ -17302,8 +17328,8 @@ "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": [ @@ -17324,7 +17350,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "9fd6c2da38d2735c4c4f21f448eb8c77497184da309263d9d8b07fb4a3e4bd46", + "prepared_review_unit_hash": "6b9f8bc8862b741255ef73689a26e48114457c428ae4a4764fb4cda0a63de67e", "component_budget": { "node_count": 5, "item_count": 5, @@ -17346,66 +17372,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like a set of unrelated low-quality/spam issues with generic titles; there is no evidence of a shared bug report or duplicate workflow.", + "summary": "These are not duplicate bug reports; they look like unrelated spam or placeholder issues with minimal body text and no shared targets or filenames. If one issue must represent the cluster, the documentation suggestion is the least spam-like, but there is no substantive common underlying problem here.", "confidence": 0.96, - "canonical_issue_reason": "No issue clearly represents a real underlying problem, so there is no sensible canonical issue for this cluster.", + "canonical_issue_reason": "issue:44418 is the most informative and least spam-like title in the set; the others are generic spam/advertising placeholders.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only one with a mildly descriptive non-spam title, but it still does not identify a concrete bug and is not a good duplicate target.", + "best_issue_reason": "issue:44418 is the only item that resembles a real issue/feature request, so it is the best representative despite lacking detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled \"\" and provide no concrete bug detail; similarity is not enough to indicate the same underlying issue." + "reason": "Both are just '' placeholders; no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders with no actionable description, so they cannot be treated as duplicates of a specific bug." + "reason": "Both are generic spam titles with no shared bug description or target." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; no shared underlying defect is evident." + "reason": "One is spam and the other is a generic documentation suggestion; not the same concrete issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a generic company-name title do not indicate the same issue or change." + "reason": "Spam placeholder versus a promotional-sounding title; no indication of a shared problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion and spam placeholder are unrelated and do not describe the same problem." + "reason": "A vague documentation request and a spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The titles point to different kinds of low-signal reports; there is no concrete common bug or request." + "reason": "No concrete overlap beyond being low-signal titles; not duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "They are both spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate junk reports." + "reason": "Same spam placeholder title, but no actual issue details to show they report the same bug." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No concrete defect or matching request is described, so the pair is not a valid duplicate match." + "reason": "Spam placeholder versus promotional title; unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The records do not share a specific bug, code path, or actionable request; reject as duplicate." + "reason": "No shared code path or explicit target; these are unrelated low-quality issues." } ] }, @@ -17424,8 +17450,8 @@ "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": [ @@ -17435,7 +17461,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "5d3e530f4bba004dd2a5e30158177fff5349308e2c8d9feb71cac95f26d6ff93", + "prepared_review_unit_hash": "0fa9e3c310b524aaa17211c657be6e6358994b69a460069eb4ed0fd03badc497", "component_budget": { "node_count": 2, "item_count": 2, @@ -17457,28 +17483,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look highly similar and likely represent the same topic, but the evidence is not strong enough to call them a definitive duplicate. Issue 45145 remains the best canonical candidate because it is earlier and already has an inbound reference.", - "confidence": 0.72, - "canonical_issue_reason": "45145 is the earlier issue and has the only inbound reference, so it is the best canonical record if these turn out to be duplicates.", + "summary": "The two closed issues have the same title and nearly identical body length, with no conflicting metadata, so they appear to be duplicate reports of the same request.", + "confidence": 0.98, + "canonical_issue_reason": "issue #45145 is the better canonical because it has an inbound reference and otherwise matches #45151 exactly, suggesting it is the slightly more established duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "45145 is the strongest issue to keep as the primary record because it predates 45151 and has inbound reference activity.", + "best_issue_reason": "#45145 is the strongest issue representative for the cluster due to the inbound reference and identical title/body pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles are identical and the bodies are similar, but the packet provides only soft-similarity evidence with no direct linkage or verbatim confirmation, so treating them as the same report is too strong." + "accept": true, + "reason": "Same exact title and extremely similar body size/shape with no distinguishing metadata; these look like duplicate instances of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice is reasonably grounded (45145 is earlier and has an inbound reference), but the duplicate/soft-edge claim is too strong for the packet. We only have identical titles, similar body lengths, and a soft-similarity signal; there is no direct evidence that the issues are 'verbatim' or definitively the same report. A more conservative verdict would be warranted." + "accept": true, + "feedback": "The summary is grounded in the packet: both closed issues share the exact same title, have nearly identical body lengths, and there is no conflicting metadata. The conservative inference that they are duplicate reports is reasonable, and the soft-edge acceptance is not overstated given the available evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17555,7 +17581,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "5f2c90f45393767f55c5a1a2c755ae3a1d0a7b390be6bd9d27eb3caac5d5ddda", + "prepared_review_unit_hash": "0129c65ddb863f9910e5c72468d7befe58c07a81e60a854a1ec8ea50e924340f", "component_budget": { "node_count": 2, "item_count": 2, @@ -17577,18 +17603,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different 4-bit inference failures: one is a torch.finfo() TypeError on uint8 weights in audio modules, the other is a BitsAndBytesConfig skip-module interaction that clears the default lm_head exclusion and triggers an AssertionError. They are not the same bug.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45674 is the clearer, more actionable report, but it is still a separate failure mode from 45672 rather than a duplicate.", + "summary": "These two issues are not duplicates: one reports a Gemma4/audio-module uint8 + torch.finfo() failure during NF4 inference, while the other reports a BitsAndBytesConfig skip-modules regression that clears the default lm_head exclusion and triggers an AssertionError. They touch different failure modes and likely different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the better anchor because it describes a broader, concrete 4-bit inference regression tied to BitsAndBytesConfig behavior, whereas 45672 is a narrower Gemma4-specific symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better representative only in the sense that it is more specific about the configuration bug; it does not subsume the torch.finfo/uint8 error in 45672.", + "best_issue_reason": "Issue 45674 is the most generally useful report: it names the configuration interaction, the expected exclusion behavior, and the resulting AssertionError clearly enough to guide a fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes and different failing code paths: a torch.finfo TypeError on uint8 audio-module weights vs. a BitsAndBytesConfig skip-module assertion about lm_head exclusion." + "reason": "Different bugs and code paths: 45672 is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig skip-module handling regression causing an AssertionError." } ] }, @@ -17607,8 +17633,8 @@ "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": [ @@ -17618,7 +17644,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "b62a40d5708b6ac6f81d39025f5cd791366c1d4f5c0cb7276cf0112d2d302f82", + "prepared_review_unit_hash": "6b0f4657499b27958fb4e30cab7b1105300455d7e25595cf2f8bb81bc1028dc3", "component_budget": { "node_count": 2, "item_count": 2, @@ -17640,8 +17666,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed, body-less issues that only contain different personal names and birthdates. They do not describe a product bug or change, and there is no evidence they share the same underlying problem. Treat them as unrelated, low-signal/spam-like reports rather than duplicates.", - "confidence": 0.99, + "summary": "The two closed issues are unrelated personal-name/date entries and do not appear to describe the same bug, request, or change. The soft duplicate edge should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17651,7 +17677,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal-name/date strings with no shared bug description, code path, or issue context; they do not look like the same underlying issue." + "reason": "Different names and birth dates with no shared problem description, body content, or target; this does not look like the same underlying issue." } ] }, @@ -17670,8 +17696,8 @@ "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": [ @@ -17681,7 +17707,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "1cebfc293e8f894ebde778985bad8f565ebc9a49b5a2843d30eeffb22a92e29b", + "prepared_review_unit_hash": "b5321d04f168294792985e6c6963a3f594fedb3d296554b364bf95c3807b0019", "component_budget": { "node_count": 2, "item_count": 2, @@ -17703,18 +17729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates: they are unrelated name/date entries with no shared problem statement, links, or discussion context.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are both empty, similarly titled personal-name/date entries, and do not show evidence of the same bug or request. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue contains any description, traceback, or actionable problem statement, so there is no meaningful canonical issue candidate beyond arbitrary selection.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue because both are content-free and unrelated-looking; if forced, one could be chosen only as a placeholder, not as a true canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named entities and dates; no evidence they describe the same bug, request, or code issue." + "reason": "Reject: the titles are just different personal names with dates, and there is no shared bug, feature request, or concrete code-path issue indicating duplication." } ] }, @@ -17733,8 +17759,8 @@ "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": [ @@ -17754,88 +17780,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "0f018cdb21c1db38a5160dfabaee3c072f88390111d3c732395fd92343e0308a", + "prepared_review_unit_hash": "2d6266e7c1d3cf333c76ce7fe2779e400e0d171280736f5aabb568b37406999f", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster splits into two exact duplicate pairs plus one unrelated dataset promo issue: 45870/45871 are the same example issue, 45872/45873 are the same DataForge scraping-service issue, and 45869 is a different financial data bundle request.", - "confidence": 0.96, - "canonical_issue_reason": "45870 is the oldest and cleanest representative of the exact duplicate pair for \"Example: Financial time series prediction with DataForge\"; 45872/45873 form a separate duplicate pair, and 45869 is unrelated.", + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related to finance/DataForge but describes a different dataset/sample request, so it should stay separate. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earlier, cleaner representative of that pair; it is the best single issue to keep as canonical among the duplicates shown.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is a strong global representative because it is earliest among the duplicate example issues and has an exact-title twin; however, this cluster is really two separate issue groups rather than one unified topic.", + "best_issue_reason": "45870 is the strongest overall issue representative here because it has an exact duplicate and is the earliest of that duplicate pair, while 45869 is distinct and 45872/45873 form a separate issue theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different subjects: a financial data bundle promo/request versus a DataForge example issue." + "reason": "Finance-related, but the dataset/sample request is a different topic from the DataForge example issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different subjects: a financial data bundle promo/request versus a DataForge example issue." + "reason": "Same as 45870: related domain, but not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and apparent same underlying example issue; clear duplicate." + "reason": "Exact same title and matching body size; these look like duplicate reports of the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial/time-series, but they describe different artifacts: an example issue versus a scraping-service integration." + "reason": "Both are DataForge/financial topics, but one is an example prediction issue and the other is a scraping-service issue; different underlying requests." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different issue concepts: DataForge example versus DataForge scraping-service integration." + "reason": "Different issue theme from the prediction example; same broad domain only." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue concepts despite shared financial/DataForge wording; not the same underlying request." + "reason": "Different concrete request despite overlapping finance/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different issue concepts despite shared financial/DataForge wording; not the same underlying request." + "reason": "Different concrete request despite overlapping finance/DataForge wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and same underlying DataForge scraping-service issue; clear duplicate." + "reason": "Exact same title and matching body size; these appear to be duplicate reports of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the two exact-title pairs are reasonable duplicates, and 45869 is plausibly separate from the DataForge example/service issues. No soft-edge verdict appears overstated." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, so treating them as likely duplicate issue pairs is conservative. The distinctions drawn for 45869 versus the others are also supported by the titles, and no PR-related claims are made." }, "evaluator_used": true, "retried": false, @@ -17894,160 +17920,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "cfb1cacd158bc4bc0d73e85af4182f07602270a0842f9dfdbd64f6bcff7d0a48", + "prepared_review_unit_hash": "79c43b38eda32f6ac4afaba723f38f7f721666c313cad034a8a7902a582acea9", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 39744, - "estimated_input_tokens": 9936, - "estimated_eval_tokens": 20128 + "serialized_chars": 40313, + "estimated_input_tokens": 10079, + "estimated_eval_tokens": 20414 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 39744, - "estimated_input_tokens": 9936, - "estimated_eval_tokens": 20128 + "serialized_chars": 40313, + "estimated_input_tokens": 10079, + "estimated_eval_tokens": 20414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs with one clear duplicate pair around `fixed_cross_entropy` kwargs handling. The rest are broad-subsystem or file-level overlaps only, not the same underlying change.", - "confidence": 0.88, + "summary": "These PRs are mostly unrelated: model additions, docs, tokenizer work, kernel routing, and a single loss-function fix. Only the two `fixed_cross_entropy` PRs look like true duplicates; the rest are different changes that should stay separate.", + "confidence": 0.41, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical anchor: it directly fixes issue 43240 in `fixed_cross_entropy`, and PR 43254 is a near-duplicate variant of the same fix in the same function.", + "canonical_pr_reason": "If a single representative is needed, PR 39895 is the broadest self-contained change set here (full Videoprism model addition with docs, tests, and wiring), but the cluster does not actually form a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone PR in this set because it has an explicit issue target, a concrete bug fix, and the duplicate 43254 closely overlaps it.", + "best_pr_reason": "PR 39895 is the most complete and substantial standalone PR in the group; it is the clearest representative artifact, though not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: VideoPrism model addition vs ExecuTorch dynamic-shape export test." + "reason": "Videoprism model addition vs. ExecuTorch dynamic-shape test; unrelated changes and code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions are unrelated to ExecuTorch export behavior." + "reason": "Tokenizer method additions vs. export test coverage; different functionality and no same bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer fixes vs adding a new MobileLLM model are different changes." + "reason": "Tokenizer API cleanup vs. adding a new MobileLLM model; unrelated scopes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes are unrelated to adding MobileLLM model support." + "reason": "Processor robustness changes vs. new model implementation; not the same underlying issue." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to MobileLLM model implementation." + "reason": "Loss-function kwargs fix vs. new model addition; completely different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs handling is unrelated to Mistral4 test/model fixes." + "reason": "Loss utility fix vs. Mistral4 test/model changes; unrelated bug fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests and Mistral4 model/test fixes address different code paths." + "reason": "ExecuTorch export tests vs. Mistral4 test fixes; different problems and targets." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export testing does not match new-model implementation work." + "reason": "Dynamic-shape export test vs. MobileLLM model addition; not duplicate work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated." + "reason": "New MobileLLM model vs. config-resolution fix in modeling_utils; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." + "reason": "New model addition vs. Falcon refactor; different subsystems and goals." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon output-capture refactor vs. model-creation skill/docs tooling; not the same code-path issue." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are different changes." + "reason": "Falcon refactor vs. Mistral4 test fix; no shared concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes vs `layrnorm` renaming/correction are different underlying bugs." + "reason": "Mistral4 test/model fixes vs. CLIP-like renaming typo fix; separate changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes are unrelated to chat-response parsing updates." + "reason": "Mistral4 fixes vs. chat-response parsing overhaul; unrelated functionality." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests/model work is unrelated to adding a TDT loss kernel." + "reason": "Mistral4 test fixes vs. TDT loss kernel integration; different feature areas." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and config-resolution ordering are different issues." + "reason": "Model test fixes vs. config resolution ordering fix; different concrete issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test/fix PR is not the same change as the model-creation skill PR, despite touching `modeling_auto.py`." + "reason": "Model test fixes vs. new-model skill/dataset PR; not duplicative." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill are not the same concrete change." + "reason": "New MobileLLM model vs. model-creation skill/tooling; unrelated artifact types." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch `hub_kernels.py`, but one adds a TDT-loss kernel and the other adds ROCm routing; these are separate integrations." + "reason": "TDT loss kernel addition vs. ROCm AITER routing; different kernel integrations and bugs." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug in `fixed_cross_entropy`: both add support for forwarding cross-entropy kwargs on issue 43240 and could be merged into one PR." + "reason": "Both PRs fix `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` to pass supported kwargs to `nn.functional.cross_entropy`; they address the same concrete bug and could be merged into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly mergeable same-bugfix pair is PR 43251/43254 around `fixed_cross_entropy` kwargs handling with the shared issue target 43240. The remaining verdicts treat mostly adjacent or file-level overlaps as unrelated, which is appropriately cautious." + "feedback": "The analysis is grounded in the packet and stays conservative: most pairwise rejections are between clearly unrelated model-addition, tooling, tokenizer, or kernel-routing changes, and the only accepted duplicate pair (43251/43254) is supported by the shared `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py` and the shared issue target. The summary does not overstate duplication beyond that." }, "evaluator_used": true, "retried": false, @@ -18074,7 +18100,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "6000e743e6e92d6350841150b743bd3b421ff59bd1803591c4baeb4260dee81b", + "prepared_review_unit_hash": "18d2cb895d6f68323ac548517ff46c79e87bbfb344cfd95900d026debe0e4f00", "component_budget": { "node_count": 2, "item_count": 2, @@ -18096,18 +18122,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct VibeVoice PRs: one implements the initial VibeVoice model, while the other adds VibeVoice Realtime and the acoustic tokenizer. They overlap on some shared model/auto-registration files, but the concrete changes and feature scope differ.", - "confidence": 0.93, + "summary": "The two pull requests are related VibeVoice work but not duplicates: one implements the base VibeVoice model/docs, while the other adds a realtime variant plus an acoustic tokenizer and related generation changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the broader, non-draft initial VibeVoice implementation and has much higher review activity; it looks like the base integration that the later realtime work extends.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the core VibeVoice implementation and appears to be the foundational change in the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it captures the main VibeVoice integration rather than the narrower realtime follow-up.", + "best_pr_reason": "PR #40546 is the best representative of the cluster since it covers the main VibeVoice model integration rather than a later realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these are related VibeVoice integrations, but not the same concrete change. #40546 adds the core VibeVoice model, while #42781 adds realtime support plus an acoustic tokenizer and additional generation/feature-extraction changes. Shared files mostly reflect common registration/docs, not one mergeable fix." + "reason": "Related model-family work, but not the same concrete code-path change: #40546 adds the base VibeVoice model, while #42781 adds realtime-specific support and an acoustic tokenizer with additional generation/model files. They are not plausibly a single PR." } ] }, @@ -18137,12 +18163,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "01ad080e7eedfdd818518b3290cf87a7b3f28178d9ca7420314294608a7e874d", + "prepared_review_unit_hash": "636ee5573b4592f380808eb7bcce9aebe13056ddaf86bd706b7287e4672cf14f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18150,7 +18176,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18159,18 +18185,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR adds covariate forecasting support to TimesFM, the other adds image classification support to DINOv3. They touch different model families and different code paths.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariates support vs DINOv3 image classification support. They are not duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR; the PRs address unrelated feature work in different subsystems.", + "canonical_pr_reason": "No canonical PR: the PRs touch different model code paths and solve different problems, so there is no single representative duplicate target.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global best representative for a duplicate cluster because they are not the same underlying change.", + "best_pr_reason": "Neither PR is a strong global best representative for a duplicate cluster because they are unrelated feature work.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and functionality: TimesFM covariate forecasting vs DINOv3 image classification. They do not appear mergeable into one PR or fix the same code-path problem." + "reason": "Different models and distinct functionality; they do not appear to fix the same concrete code-path problem." } ] }, @@ -18265,12 +18291,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "bd426805a3cc5cf69f6221c5091035cf392475c3401c93edd989340ab0f22462", + "prepared_review_unit_hash": "e3f02965ad5702664d2f5af175bc5d23004e5583350c9ee8ae1f62234fb5346e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18278,7 +18304,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18287,24 +18313,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are independent model-addition changes that share the same Transformers registration/template pattern, but they target different models and code paths (DeepSeek OCR, Isaac, Kimi2-6). They are not duplicates.", + "summary": "Three unrelated model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6). They share only standard Transformers integration scaffolding, not the same underlying change or code-path fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each pull request introduces a different model integration with distinct files, configs, processors, and tests, so there is no same-change duplicate to collapse onto one PR.", + "canonical_pr_reason": "PR #45630 (Kimi2-6) is the strongest representative of the cluster because it is a substantial, well-reviewed model integration with broad framework updates and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest standalone representative of the cluster only in the sense that it is the most extensive and recent model integration, but it is still not a duplicate of the others and should remain separate.", + "best_pr_reason": "PR #45630 is the best single PR to represent this cluster if one must be chosen, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations (DeepSeek OCR vs Isaac) with different model families, files, and tests; the overlap is only boilerplate registration/docs for new models." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Overlap is limited to shared boilerplate files for adding new models, not the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations (Isaac vs Kimi2-6) touching separate model code paths; shared auto-mapping and docs updates are not enough to treat them as the same change." + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar auto-mapping and docs infrastructure, but the concrete code and target models are different." } ] }, @@ -18334,12 +18360,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "87c3e9114399a2d66ade3a0f76181346bc6e9710edaaca970b7e6d1b858d2f40", + "prepared_review_unit_hash": "e51bde6b3a94aef38e9fc6305d15f113a99dc2c2afbc1536204334471f100fa9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18347,7 +18373,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18356,18 +18382,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions dependencies, but they target different action families and different operational concerns: one is a broad Node 24 compatibility sweep for workflow actions, the other is a separate upgrade of docker/build-push-action versions. They are related by theme, not the same underlying change.", - "confidence": 0.96, + "summary": "These are both workflow maintenance PRs, but they address different dependencies and different failure modes: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action to v6. They share files because both sweep workflow YAML, not because they fix the same bug/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the broader, more representative workflow-actions upgrade focused on Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the broader workflow-action compatibility update and is the better representative of the Node 24 migration theme across many GitHub Actions usages.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the better cluster representative because it covers a wider set of action-version migrations and has a clearer unifying goal.", + "best_pr_reason": "PR 42976 is the cleaner representative for docker build-push-action version bumps, but it is narrower and less canonical than the broader Node 24 workflow upgrade PR.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are dependency-upgrade PRs for GitHub Actions, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 updates docker/build-push-action. They affect different actions and code paths, so they are not the same change." + "reason": "Different underlying changes: 42975 updates assorted GitHub Actions versions for Node 24 compatibility, while 42976 only upgrades docker/build-push-action. Shared workflow files alone are not enough to treat them as the same fix." } ] }, @@ -18404,70 +18430,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "e6f33d31581aa1171b16532afa7ef9820d8c0373cf31dcc5d33df2182e2ec945", + "prepared_review_unit_hash": "fa22854faf05dd8d7db921bb82d94407949fb84f140f4859f94761b27e8fd5fe", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, - "estimated_input_tokens": 3546, - "estimated_eval_tokens": 7348 + "serialized_chars": 14178, + "estimated_input_tokens": 3545, + "estimated_eval_tokens": 7346 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, - "estimated_input_tokens": 3546, - "estimated_eval_tokens": 7348 + "serialized_chars": 14178, + "estimated_input_tokens": 3545, + "estimated_eval_tokens": 7346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share some boilerplate registry/docs edits, but they do not fix the same underlying bug or implement the same concrete change.", + "summary": "All four pull requests are separate model-addition efforts that coincidentally touch shared registry/docs files. They do not describe the same underlying bug or the same concrete code-path change, so no duplicate/merge relationship is justified.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest representative only in the sense that it is the most actively reviewed and broadest model integration in this set, but it is still specific to Molmo2 and not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 appears the most mature and complete of the group (highest review activity and broadest implementation surface), so it is the best single representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Shared auto/docs changes are generic model-registration boilerplate, not a single mergeable fix." + "reason": "ViT NEPA and Molmo are different model additions with different configs, model code, and tests. Shared auto/docs changes are generic scaffold updates, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model implementations with distinct configs, modeling files, and tests; not the same change." + "reason": "These add different models (ViT NEPA vs Molmo2) and touch different implementation paths. Similar registry/documentation edits are not enough to treat them as duplicates." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model additions in different subsystems (vision vs time series), so they cannot be merged as one PR." + "reason": "ViT NEPA and CTSM are unrelated model integrations. They only overlap on shared maintenance files such as docs and auto mappings." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but implement different model versions with different processing and support files; too many distinct codepaths to treat as duplicates." + "reason": "Molmo and Molmo2 are distinct PRs for different model variants, with different codepaths and extra Molmo2 components like video processing. They are not mergeable as one concrete fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlap is only in shared registry/docs plumbing." + "reason": "Molmo and CTSM are unrelated model additions; shared framework registry edits do not indicate the same bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models with different modeling/processing implementations and tests, so they are not the same underlying change." + "reason": "Molmo2 and CTSM are different model implementations with different targets and files changed. The overlap is only in common integration points, not the underlying change." } ] }, @@ -18500,7 +18526,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "6a227da7013a0b694372aba8a3e80bef43135ed90fce3fd9efc4bd21f7d4d39d", + "prepared_review_unit_hash": "75dcc515f1a5cf487b1aac3999250909b6e08ee371195f274b129b9c23af4456", "component_budget": { "node_count": 3, "item_count": 3, @@ -18522,30 +18548,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests: a Whisper decoding/test fix, a test-only change in CLIP/ViT, and a broader FP8 dequant/model-loading fix. The shared similarity is only superficial (all are labeled as fixes).", - "confidence": 0.95, + "summary": "These PRs are not duplicates: one fixes Whisper decoding/tests, one is a test-only CLIP/ViT change, and one fixes FP8 dequant/model-loading behavior. The FP8 PR is the strongest representative of a real code-path fix, while the others are narrower and unrelated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the most substantive and self-contained code-path fix, with multiple implementation files and tests around FP8 dequant/loading behavior.", + "canonical_pr_reason": "PR 44815 is the best canonical representative because it contains the most concrete, substantive bug fix across implementation files (model loading and FP8 dequantization), with a clear code-path change rather than test-only edits.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 best represents the cluster because it addresses an actual runtime/loading bug rather than a narrow test edit or a Whisper-specific tokenizer fix.", + "best_pr_reason": "PR 44815 is the most suitable overall because it addresses a specific runtime behavior bug and has the broadest implementation impact; PR 43291 is narrower and Whisper-specific, and PR 43665 is test-only and not a good representative fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets and code paths: Whisper tokenizer decoding vs. CLIP/ViT test edits. Similar titles are not enough to indicate the same underlying bug or change." + "reason": "Different changes: Whisper tokenization/decoding fix versus unrelated CLIP/ViT test edits. They do not appear to fix the same underlying bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic is unrelated to FP8 dequant/model loading. No shared concrete bug or mergeable code change." + "reason": "Whisper decoding/tests and FP8 dequant/model-loading are unrelated subsystems with different failure modes and code paths." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is a test-only change in vision model tests; the other is a substantive FP8 loading/dequant fix. They do not fix the same issue or code path." + "reason": "Test-only CLIP/ViT assertions are not the same kind of fix as the FP8 dequant/model-loading change, so they should not be merged as duplicates." } ] }, @@ -18582,73 +18608,73 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "870079ac3b6e513040aff076cd050684413a613b765d70207f187abe1c08d590", + "prepared_review_unit_hash": "5035b3fbb78356d8fc5417d0663ae7e4e80fbffee37ca5423148236c872d2e89", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, - "estimated_input_tokens": 2836, - "estimated_eval_tokens": 5928 + "serialized_chars": 11339, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, - "estimated_input_tokens": 2836, - "estimated_eval_tokens": 5928 + "serialized_chars": 11339, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one true duplicate pair appears here: PR #46100 and PR #46114 are the same single-file test edit. The other PRs touch different code paths and should not be merged into the same duplicate set.", - "confidence": 0.94, + "summary": "Only the 46100/46114 pair is a clear duplicate: they have the same exact ViT test-file diff. The 45932/46100 pairing is not well supported because 45932 is a broad grafana/testing PR with many unrelated workflow/model/config edits, not a concrete duplicate of the tiny ViT test edit.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46100 is the cleanest representative of the only exact duplicate pair in the cluster: it is earlier and matches #46114's identical edit to tests/models/vit/test_modeling_vit.py.", + "canonical_pr_reason": "PR 46114 is the best canonical representative because it exactly matches 46100\u2019s ViT test diff and has the clearest fork/test-migration framing, while the other PRs are broader or unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the best cluster anchor because it is the earliest, clearest instance of the identical ViT test stub change; the other PRs are unrelated workflow/setup/model changes.", + "best_pr_reason": "PR 46114 is the strongest global representative of the only real duplicate pair: it is an exact duplicate of 46100\u2019s ViT test change. The remaining PRs do not appear to be the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "They overlap only loosely on repo-bot/testing infrastructure themes. The actual changes are different: #43488 updates setup/dependencies and a ViT test file, while #43532 rewires CI/workflow and notification code. Not the same underlying fix." + "reason": "Both touch the ViT test file, but 43488 is a broad bot/setup/version PR and 46114 is a tiny test-migration fork; they do not look like the same concrete change." }, { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "#43488 is a setup/version/dependency PR with a small ViT test tweak; #46114 is a test-migration stub in tests/models/vit/test_modeling_vit.py. Different change intents and code paths." + "reason": "These are unrelated synthetic PRs with different intent and different change sets; shared test-file presence is not enough." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "#43532 changes CI workflows, testing utilities, and notification plumbing; #46114 only edits a ViT test file with dummy assertions. Shared file/theme is superficial, not the same bug/change." + "reason": "They both mention or touch ViT tests, but the surrounding edits and purpose differ too much to treat them as the same underlying change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "#45932 is a broad telemetry/Grafana-style PR touching CI and many model configs; #46100 is a pure ViT test-file migration stub. These are unrelated changes and not mergeable as one PR." + "reason": "45932 is a broad testing/grafana PR spanning workflows and multiple models, while 46100 is a tiny ViT test-file edit; this is not a well-grounded duplicate pair." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are the same concrete change: identical edits in tests/models/vit/test_modeling_vit.py adding the same failing stub assertions. They look like exact duplicates and could plausibly be merged into one PR." + "reason": "These PRs have the same exact diff in tests/models/vit/test_modeling_vit.py, so they are clear duplicates of the same change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The only clearly mergeable duplicate pair is PR #46100 and #46114, which have identical diffs in tests/models/vit/test_modeling_vit.py. The other candidate pairs are reasonably rejected as they touch different code paths and do not look like the same bugfix." + "accept": false, + "feedback": "The summary overstates the evidence for the 45932/46100 pair. In the packet, 45932 is a broad \"testing grafana\" PR spanning workflow, model, and config changes, while 46100 is a tiny ViT test-file edit; the shared similarity does not clearly show the same bugfix or a mergeable duplicate pair. The only clearly supported duplicate is 46100/46114, which have the same exact ViT test diff. The other false verdicts are conservative, but the true verdict on 45932/46100 is not grounded enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18672,7 +18698,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f170168a5cf882df1c10e3d21ea7944dcc4cf2de152601e7d67a3b5af50c381a", + "prepared_review_unit_hash": "0c12464f1d860f54c73d11d9cbbef2d7a185effb204294c7882eb4f45af53aaf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18694,18 +18720,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are related by shared pipeline scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They are not the same underlying change, so the soft duplicate edge should be rejected.", - "confidence": 0.95, + "summary": "The two PRs are closely related in theme, but they add different pipelines and model support: one for promptable concept segmentation and one for promptable visual segmentation. They share docs/registry plumbing, but the underlying features and test/model coverage differ, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 adds a concept-segmentation pipeline centered on SAM3, while 43613 adds a visual-segmentation pipeline spanning different models and tests. Shared docs/registration boilerplate is not enough to make them one change.", + "canonical_pr_reason": "No canonical PR: these are separate pipeline additions with different task scopes and code paths.", "best_issue_reason": null, - "best_pr_reason": "43613 is the broader/more central PR if one must be chosen, but it is still not a duplicate of 43612; they address different segmentation tasks and code paths.", + "best_pr_reason": "PR 43613 is the broader, more integrated segmentation pipeline PR with wider model coverage, but it still does not subsume PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and model integrations; overlap is limited to generic docs/registration scaffolding, not the same bug or change." + "reason": "Related but distinct features: concept segmentation vs visual segmentation. They touch different pipeline implementations, model files, and tests, so they are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -18735,7 +18761,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9cf0a658cc3cd1f6241ca9462a1b170e37cb1bcdcb92dc0cad96ae07d33e12e5", + "prepared_review_unit_hash": "5524b2b393ca20c78e4411a1652e48b2db7d51fade0fbdcb63d2f67c23144ceb", "component_budget": { "node_count": 2, "item_count": 2, @@ -18757,18 +18783,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch the same file but implement different trainer extension hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates.", - "confidence": 0.98, + "summary": "Two independent Trainer extensibility changes landed in the same file, but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different code paths and different customization points in Trainer.", + "canonical_pr_reason": "PR #43651 is the more concrete, self-contained trainer behavior change: it adjusts loss scaling in the training step and adds an explicit hook for custom trainers. PR #43663 is a separate override/refactor for dataloader column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more concrete behavioral change, but it is still unrelated to PR 43663; there is no single best duplicate representative here.", + "best_pr_reason": "PR #43651 is the best representative of the cluster because it has the clearest user-facing behavior fix and the most direct code-path impact. PR #43663 is adjacent but solves a different extensibility problem.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different features: loss-scaling logic vs. signature-column override. They do not fix the same underlying bug or change." + "reason": "Both touch trainer extensibility, but they modify different behaviors and would not be merged into one fix: one is about gradient accumulation loss scaling, the other about signature-based column filtering." } ] }, @@ -18798,12 +18824,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a49b2999182c8cbc634df7ee1c8c84a761e0da044bc17eb176de7ef2f19d1962", + "prepared_review_unit_hash": "3b5d960c2dd49417b4feefa90cd8f971130a4e06d5924ae0d72ac0a9339b1863", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18811,7 +18837,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18820,18 +18846,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py`, but they address different CLI typing/runtime problems: PR 43656 is a broader annotations/type-hinting cleanup to prevent a `NameError` in the CLI, while PR 43842 specifically fixes `TypeAdapter` handling when `pydantic` is absent. They are related in theme but not the same underlying bug.", - "confidence": 0.89, + "summary": "Both PRs touch the same CLI file, but they address different NameError causes in different type-annotation paths, so they should not be clustered as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, more central CLI typing fix and reads like the better canonical representative of this cluster; PR 43842 is a narrower optional-dependency follow-up.", + "canonical_pr_reason": "PR 43842 is the cleaner representative: it has a narrow, explicit fix for the TypeAdapter NameError when pydantic is absent, with a direct type-checking import and annotation adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the stronger standalone candidate because it addresses the broader code-path issue in `serve.py` and appears more general than the pydantic-specific `TypeAdapter` fix in PR 43842.", + "best_pr_reason": "PR 43842 is the best single PR candidate because it targets one concrete runtime/import-path failure and is more specific than the broader typing cleanup in PR 43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different root causes and fixes: 43656 focuses on postponed annotations/type-hint runtime cleanup, while 43842 specifically guards `TypeAdapter` for missing `pydantic`. Same file, but not the same change or bug." + "reason": "Reject: same file and similar symptom class, but the fixes are for different concrete problems\u201443656 changes future annotations and typing references, while 43842 fixes TypeAdapter being unavailable when pydantic is not installed." } ] }, @@ -19023,346 +19049,388 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "1cec2056080a28822f9737d699e27012a7ce32227bf5deb734f4401fe3f082d6", + "prepared_review_unit_hash": "8801b11815a60c6c0d8d186c2f5a01a56db41e8ff4c750d54d068d2ef42948e1", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84888, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75084, + "estimated_input_tokens": 18771, + "estimated_eval_tokens": 37798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad output-tracing refactor wave across unrelated model families. The only strong duplicate subgroup is the GPT-J/CodeGen tracing refactor set, plus a separate GPT-Neo pair; the rest share only the generic standardized-output theme and should stay separate.", - "confidence": 0.88, + "summary": "This is a heterogeneous batch of output-tracing refactors across many models. The only true duplicate-like overlaps are within the GPT-Neo pair and the GPT-J/CodeGen subset; the rest are separate model-specific changes and should not be merged together.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the cleanest representative of the true duplicate subgroup: it targets the same GPT-J/CodeGen output-tracing code path as the other GPT-J variants, has the explicit issue tie, and is the most focused/latest version in that subgroup.", + "canonical_pr_reason": "PR 44722 is the best representative of the real duplicate subset: it is the broadest and latest GPT-J/CodeGen standardized-output-tracing refactor, with overlapping file scope and the same concrete decorator migration as the other GPT-J variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single PR to anchor duplicate triage for this cluster because it represents the concrete GPT-J/CodeGen implementation change rather than the many unrelated model-specific refactors.", + "best_pr_reason": "PR 44722 is the strongest single PR in the cluster to anchor deduping because it covers the same GPT-J output-tracing change family and appears to subsume the related GPT-J/CodeGen refactor direction.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same general refactor theme is not enough." + "reason": "Different model families and different files; same issue target alone is not enough to treat these as the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output tracing vs DeBERTa output tracing; unrelated concrete implementations." + "reason": "Both are output-tracing refactors, but for different models and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same block-level code path; one is just a broader variant." + "reason": "Both touch GPT-J output tracing in the same model file and are the same standardized-decorator migration family." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones (RegNet/ResNet vs EfficientNet); only the refactor style matches." + "reason": "Different vision backbones and no concrete shared code path; both are just similar refactors." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated models, so this is only topical similarity." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; no shared concrete code path." + "reason": "Different models and different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + "reason": "MobileNetV2 vs DeBERTa v2; same issue target is only a shared umbrella refactor label." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; same initiative, different model code." + "reason": "GPT-J and MGP-STR are unrelated implementations despite similar refactor wording." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; not the same underlying bug/change." + "reason": "GPT-J vs MPT; not the same concrete bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model code path and look like alternate revisions of the same change." + "reason": "Same GPT-Neo output-tracing refactor on the same model file and same underlying decorator migration." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." + "reason": "GPT-J and GPT-Neo are different models, so this is not one mergeable PR." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; no shared concrete fix." + "reason": "ResNet and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model paths." + "reason": "GPT-Neo and ResNet do not share the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; only broad output-tracing theme overlaps." + "reason": "Different models and unrelated forward paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM output tracing; different code paths." + "reason": "GPT-Neo and Flaubert are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." + "reason": "GPT-Neo vs Flaubert; similar style of refactor only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; not the same change." + "reason": "GPT-Neo and GPT-J/CodeGen are separate subfamilies." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations." + "reason": "MPT and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; same theme, different model." + "reason": "GPT-Neo vs GPT-J; same topic but not the same code path." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; unrelated concrete code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; not a duplicate fix." + "reason": "GPT-Neo vs MGP-STR; not mergeable as one fix." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are distinct model-specific refactors." + "reason": "MPT and GPT-J address different model code." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 versus MGP-STR; only the output-tracing pattern overlaps." + "reason": "GPT-2 and MGP-STR are unrelated." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-J and MGP-STR are different implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; broad refactor similarity only." + "reason": "ViLT and Flaubert/XLM are unrelated." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer versus LongT5; same tracing initiative but different code." + "reason": "SegFormer and LongT5 do not share the same concrete bug or change." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model families." + "reason": "SegFormer and VisualBERT are unrelated." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet versus Flaubert/XLM; no shared underlying bug." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "Flaubert/XLM and LongT5 are distinct implementations." + "reason": "RegNet and VisualBERT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44018", "accept": false, - "reason": "Segformer versus GPT-Neo; only the output-tracing refactor theme is shared." + "reason": "SegFormer and GPT-Neo are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "TextNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; different models, not duplicates." + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "RegNet and LongT5 are unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus LongT5; no concrete overlap beyond the refactor pattern." + "reason": "TextNet and LongT5 are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different models." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus MPT; different model-specific output handling." + "reason": "SqueezeBERT and MPT are unrelated." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "SqueezeBERT and VisualBERT are not the same code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet versus MPNet; not the same underlying change." + "reason": "MPT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR ResNet are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated code paths." + "reason": "SqueezeBERT and DeBERTa v2 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa versus TextNet; same generic migration, different implementations." + "reason": "DeBERTa v2 and TextNet are unrelated." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family with the same concrete code path; this looks like a later focused revision." + "reason": "Same GPT-J output-tracing refactor family with overlapping file scope; these look like the same change direction." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors and could be merged into one PR for the same underlying change." + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path, with 44722 being the broader/latest version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; different model code and different behavior." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different implementations; shared issue target alone is not enough." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet versus SpeechT5; unrelated concrete fixes." + "reason": "GPT-J and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model code paths." + "reason": "DeBERTa v2 and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa versus VITS; not the same underlying bug/change." + "reason": "DeBERTa v2 and VITS are different model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The triage is well grounded in the packet. The summary conservatively separates the broad model-specific refactor wave from the two real duplicate subgroups (GPT-J/CodeGen and GPT-Neo), and the accepted soft-edge pairs look mergeable as revisions of the same underlying bugfixes. I don\u2019t see evidence of overstatement." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts are mostly conservative. The duplicate-like groupings around GPT-Neo and GPT-J/CodeGen are supported by shared files and the same output-tracing migration pattern, while the cross-family pairs are appropriately rejected. The only mild caveat is that the GPT-J/CodeGen representative claim leans on recency rather than clearly broader scope, but it does not rise to an overstatement." }, "evaluator_used": true, "retried": false, @@ -19400,70 +19468,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "dfaea296c14ca3c2f14bf97e46769fb56baa9a84b833eb8ee20c16c436883543", + "prepared_review_unit_hash": "30923e93ab0004e364943065dff8e7c8b191f8334fb47a4767337885bd364eb7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84888, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all refactor model output tracing toward `capture_outputs`/`can_return_tuple`, but each targets a different model and codepath, so they are related theme-wise rather than duplicates.", - "confidence": 0.86, + "summary": "These PRs are all in the same broad refactor family\u2014migrating different model implementations to standardized output-capture/decorator patterns\u2014but they target different models and code paths, so they are not duplicates of one another.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the clearest representative of this refactor theme because it has an explicit issue target and a well-scoped SpeechT5 output-tracing change.", + "canonical_pr_reason": "None of these is a clear duplicate of the others; if a representative PR is needed, PR 44073 is a good exemplar because it clearly shows the standardized output-tracing pattern with both `capture_outputs` and `_can_record_outputs` applied in one model.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone representative: it is concrete, scoped to one model, and explicitly linked to issue 43979.", + "best_pr_reason": "PR 44073 is the most representative of the cluster theme: it explicitly migrates a model to the new output-tracing mechanism and includes the key plumbing (`capture_outputs`, `can_return_tuple`, and `_can_record_outputs`) rather than only partial cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but one is FocalNet and the other is ImageGPT; they touch different model implementations and are not the same change." + "reason": "Both are output-tracing refactors, but they affect different model code paths (FocalNet vs ImageGPT) and are not the same underlying fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model-specific migrations to standardized output capture, not one shared bug fix or mergeable PR." + "reason": "VisualBert and TextNet are separate model implementations; the PRs share a refactor style, not a single concrete bug or mergeable change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each update their own tracing hooks/output handling; same refactor family, but different concrete codepaths." + "reason": "MPNet and VisualBert each update their own output-capture plumbing, but they do not fix the same code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model-specific output-tracing refactors, so they should not be treated as duplicates." + "reason": "These are similar standardized-output refactors, but for different models and different forward paths, so they should not be merged as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct architectures with separate output-tracing changes; they are not the same underlying fix." + "reason": "RegNet and SqueezeBert are unrelated implementations; the overlap is only in adopting the same tracing pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both migrate output handling, but the affected layers and codepaths differ, so they are not duplicate changes." + "reason": "SqueezeBert and SpeechT5 both touch output handling, but they address distinct model-specific behavior and are not the same concrete fix." } ] }, @@ -19548,298 +19616,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "aa9b25c37d9edf1db079b0b83594dcf6910c2c5843a5b7064b0df1d329a3573a", + "prepared_review_unit_hash": "21d77e30287728ffb9ebd9d1a7af90bd3dcd6194a2f6abf0b2f0912d8b6c205d", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43397, - "estimated_input_tokens": 10850, - "estimated_eval_tokens": 21956 + "serialized_chars": 43401, + "estimated_input_tokens": 10851, + "estimated_eval_tokens": 21958 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43397, - "estimated_input_tokens": 10850, - "estimated_eval_tokens": 21956 + "serialized_chars": 43401, + "estimated_input_tokens": 10851, + "estimated_eval_tokens": 21958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly model-specific output-tracing refactors that share a theme but not the same concrete bug/change. They are related by implementation pattern, not duplicates, so the soft edges should be rejected.", - "confidence": 0.94, + "summary": "This cluster is a set of similarly named but mostly unrelated refactor PRs for output tracing across different models, plus one unrelated docs toctree fix. I do not see true duplicate PRs here; they share a theme, not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single duplicate PR exists here; if one must anchor the cluster, PR #44003 is the most representative and substantial tracing refactor, spanning both `mamba` variants and the core helper changes.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the refactor theme: it spans two related model files and adds shared output-capture plumbing, making it the closest cluster center.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the best cluster representative because it shows the tracing refactor pattern most fully and touches multiple closely related files in one model family.", + "best_pr_reason": "PR 44003 is the best representative PR for the cluster, but not a duplicate target for the others; it is the most substantial shared output-tracing refactor among the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme, but not the same code-path bug/change." + "reason": "Same refactor theme, but different model families and code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying change." + "reason": "Different models and forward paths; only the high-level output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`timm_backbone` vs `univnet`); only similar output-tracing cleanup, not a duplicate fix." + "reason": "Different model implementations; this is not one concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model families (`timm_backbone` vs `mamba/falcon_mamba`); same tooling pattern but different code paths." + "reason": "Timm backbone vs. Mamba code is unrelated enough that they would not plausibly merge into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model stacks (`timm_backbone` vs `rwkv`); not the same concrete bug/change." + "reason": "Different model families and different output-handling code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; this is the same refactor style, not the same fix." + "reason": "Both are output-tracing refactors, but for different architectures and logic." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `upernet`); no shared concrete code-path issue." + "reason": "MobileNetV1 and UperNet are separate model implementations; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `depth_anything`); not mergeable as one duplicate PR." + "reason": "Different model families and different forward/output plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different domains (`mobilenet_v1` vs `vision_encoder_decoder`); same broad refactor theme only." + "reason": "Different models; same broad theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`); not the same bug/change." + "reason": "MobileNetV1 output tracing and speech-encoder-decoder model initialization are not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; same tracing refactor pattern, but different code paths." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); not a duplicate." + "reason": "Different models with different output signatures; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); too broad to treat as the same change." + "reason": "Different subsystems and model architectures." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); same refactor motif only." + "reason": "Different model families; only the generic tracing refactor overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models; not the same underlying bug/change." + "reason": "UnivNet and UperNet are separate models with unrelated fixes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths (`univnet` vs `mamba/falcon_mamba`); this is not one duplicate fix." + "reason": "Different model families and output semantics." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`univnet` vs `depth_anything`); same output-tracing refactor style, not duplicate content." + "reason": "Different code paths; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`upernet` vs `rwkv`); not the same concrete fix." + "reason": "Different model families and different output plumbing." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` are unrelated code paths; same theme only." + "reason": "UperNet vs. Mamba are not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model stacks (`mamba/falcon_mamba` vs `codegen`); not the same bug/change." + "reason": "Mamba-family tracing refactor vs. CodeGen tracing refactor; same umbrella theme, not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (`timm_backbone` vs `codegen`); same general refactor idea, not a duplicate." + "reason": "Different model families and different implementation details." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated; not the same concrete code-path change." + "reason": "UnivNet and CodeGen are unrelated models." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`upernet` vs `codegen`); too broad to merge as one duplicate PR." + "reason": "Different architectures and output APIs; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures (`vision_text_dual_encoder` vs `codegen`); not the same underlying fix." + "reason": "Different model code paths; only the refactor pattern overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same refactor pattern only." + "reason": "Depth Anything and Vision-Encoder-Decoder are separate models; not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); not a duplicate." + "reason": "Different models and different forward signatures." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`depth_anything` vs `superpoint`); same output-tracing theme, not the same bug/change." + "reason": "Depth Anything vs. SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths (`depth_anything` vs `rwkv`); not mergeable as one PR." + "reason": "Different model families; same tracing style does not make them duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`depth_anything` vs `dpr`); only similar cleanup work." + "reason": "Different code paths and output types." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; not the same fix." + "reason": "Vision-Encoder-Decoder and RWKV are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar pattern, not duplicate." + "reason": "Different seq2seq wrappers and different changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no shared concrete bug." + "reason": "Different models; no shared concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `dpr`); not the same underlying change." + "reason": "Different architectures and forward logic." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); same refactor motif only." + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`); not a duplicate fix." + "reason": "Different code paths and output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `dpr`); not the same code-path problem." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`superpoint` vs `rwkv`); only broad tracing cleanup in common." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (`superpoint` vs `dpr`); not the same underlying bug/change." + "reason": "Different models and different output-tracing behavior." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`rwkv` vs `dpr`); same subsystem theme does not make them duplicates." + "reason": "RWKV and CodeGen are separate model code paths; not a duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "`speech_encoder_decoder` code changes are unrelated to the docs toctree update." + "reason": "Speech-Encoder-Decoder refactor is unrelated to a docs toctree cleanup." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "`vision_encoder_decoder` and the docs toctree PR are unrelated changes." + "reason": "Model code vs. documentation tree change; unrelated." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "`univnet` model code and a docs navigation edit are not the same change." + "reason": "UnivNet model refactor and docs navigation fix are not the same change." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "`upernet` model refactor vs docs toctree cleanup; no shared code-path bug." + "reason": "UperNet model output tracing and docs toctree edit are unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "`timm_backbone` code and a documentation toctree edit are unrelated." + "reason": "Timm backbone refactor and docs tree restructuring are unrelated." } ] }, @@ -19872,12 +19940,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "213e3fb290e3cf2ff1eb325c00a524be31e53ba7d9152d87df234d48ae3aed15", + "prepared_review_unit_hash": "94bfab710ec792005bfcba60c51688ce378e6f6a35c9f9b3935e653701aca938", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19885,7 +19953,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19894,30 +19962,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-onboarding PRs that share Transformers boilerplate (auto registries, docs, tests) but target different models and code paths: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. The overlap is broad scaffolding, not the same underlying change.", - "confidence": 0.96, + "summary": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) that only overlap on shared Transformers registry/docs boilerplate, not on the same underlying code path or bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the best representative of this cluster because it is a complete, non-draft model addition with model code, processors, docs, and tests, making it a cleaner exemplar than the draft TTS PR.", + "canonical_pr_reason": "PR #45075 is the strongest representative of the group: it is a complete model addition with a converter, image processing, tests, and substantial review activity.", "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the strongest standalone candidate to represent a model-addition cluster: it is complete, self-contained, and not draft, while the other PRs are either for different model families or less suitable as representatives.", + "best_pr_reason": "PR #45075 is the best standalone PR in the cluster because it appears the most mature and self-contained, with the broadest implementation coverage and most discussion.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL and Voxtral TTS are different model families and fix different integrations; shared auto-registration/docs scaffolding is not enough to treat them as the same change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS); the overlap is only in shared auto-registry/docs scaffolding, not the same concrete change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL (vision-language) and DeepSeek-OCR-2 (OCR) are distinct model implementations with different code paths; the shared files are generic model-addition boilerplate." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); they share boilerplate registration files but implement unrelated models and code paths." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS address unrelated model domains and functionality; they do not look like the same bug or mergeable change." + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); shared files are generic framework wiring, so these should not be merged as duplicates." } ] }, @@ -19947,7 +20015,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7810fd000f972de11c9ecd011f7b9df8e860b89bdde954ceeee6bea405a4152f", + "prepared_review_unit_hash": "3223fd35de0bee1633b861124579c11bbc048018a12e8ba9acde65a9231df635", "component_budget": { "node_count": 2, "item_count": 2, @@ -19969,18 +20037,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: #44979 introduces a generic Module Fusion API, while #45363 wires kernel fusion into `KernelConfig` and model loading. They appear complementary rather than the same underlying change.", - "confidence": 0.9, + "summary": "These are related kernel/module-fusion feature PRs, but they are not the same change: one introduces a general Module Fusion API, while the other adds n-to-1 kernel fusion via KernelConfig and integration plumbing. They should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the broader, more user-facing implementation path and includes the integration points; #44979 is a lower-level API scaffold.", + "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it defines the Module Fusion API and test coverage for the core abstraction, making it the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative because it covers the actual end-to-end kernel fusion feature, not just the supporting fusion API.", + "best_pr_reason": "PR #44979 is the strongest single representative because it captures the underlying fusion framework rather than one specific KernelConfig-based application of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but different layers of the stack: one adds a fusion API, the other adds `KernelConfig`-driven n-to-1 kernel fusion integration. They could coexist in separate PRs and are not the same concrete fix/change." + "reason": "Related feature work, but not the same underlying bug/change: #44979 adds the generic module-fusion API, while #45363 implements a specific n-to-1 kernel fusion path using KernelConfig and additional integration changes." } ] }, @@ -20010,7 +20078,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "83feb09f69c15c45cd27adf3539c99ac5eaedabb12ebb2ac3d9664b2ae4f45f5", + "prepared_review_unit_hash": "3800ec9860426b462576bbf2e1181386f6d44c420077faaba70c888580e1ad2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20032,18 +20100,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a superset with added tests, so they are duplicates at the PR level.", + "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same file, with the later PR adding tests and essentially superseding the earlier one.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same fix as #45086 and also includes test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "pull_request:45317 is the stronger canonical PR because it contains the same code fix plus test coverage, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest overall PR candidate because it fixes the same concrete code path as #45086 and adds validation in tests, so it is the most merge-ready of the two.", + "best_pr_reason": "pull_request:45317 is the best overall PR candidate: same bug fix as the other PR, but with added tests and clearer validation of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same bug, same file, same code change to `_patch_mistral_regex`; the second PR is just a more complete version with tests, so they can plausibly be merged into one PR." + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py; the diffs are nearly identical and 45317 just adds tests, so they could plausibly be merged into one PR." } ] }, @@ -20073,12 +20141,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d8b109fb038ece7392801318e667d15f52a6d6950e3112a84e81cd391c24e6a5", + "prepared_review_unit_hash": "2a28d8278a2615594e60fefcc304494f3949cc813ad9f227123252b8f354328b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20086,7 +20154,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20095,18 +20163,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH pull requests overlap on shared model files, but they target different changes: one is a conversion/refactor toward GraniteMoeHybrid compatibility, the other splits NemotronH into dense/sparse variants with docs and tests. They are related, but not duplicates.", + "summary": "Two NemotronH PRs overlap in model/auto files, but they are not the same change: one is a focused inheritance/conversion-mapping refactor, while the other is a broader split into NemotronHDense/NemotronHSparse with docs, auto-registration, and tests.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, later architectural change: it introduces NemotronHDense/NemotronHSparse, updates auto-mapping/docs, and adjusts tests, making it the best representative of the cluster.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete architecture change and likely subsumes the smaller NemotronH refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative because it covers the main user-facing NemotronH reorganization, while 45115 is a narrower conversion-mapping/refactor patch.", + "best_pr_reason": "PR 45569 is the best representative of the cluster: it introduces the actual model split and accompanying integration updates, whereas 45115 is only a partial refactor/mapping adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH code paths, but the concrete goals differ: 45115 focuses on checkpoint conversion and inheritance/refactor to GraniteMoeHybrid, while 45569 splits the architecture into dense/sparse models and updates docs/tests. These could not plausibly be merged as the same fix." + "reason": "Shared NemotronH/auto files are not enough here; 45115 is a narrow GraniteMoeHybrid-style refactor, while 45569 adds new dense/sparse model families, docs, and tests. They are different concrete changes and not a single mergeable PR." } ] }, @@ -20136,7 +20204,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "69fb303e502bc7c91e531f3237359289ff1a32b67daa69571ef979b46e3ed0d5", + "prepared_review_unit_hash": "5f03ad5e54d989f9991c6ce726b42429c91570ae5336bfbb1eaa6c86437b3b01", "component_budget": { "node_count": 2, "item_count": 2, @@ -20158,18 +20226,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two adjacent PRs for heterogeneous model support: one is config-only infrastructure, the other extends it into modeling/cache behavior. They are related, but not duplicates of the same concrete change.", - "confidence": 0.89, + "summary": "These PRs are related but not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support built on top of that config work. They share files because the feature stack overlaps, but they address different layers of the implementation.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more end-to-end change: it covers per-layer config plus modeling/cache integration and tests. PR #45333 is a narrower config-foundation piece.", + "canonical_pr_reason": "pull_request:45332 is the broader umbrella PR: it touches model/runtime paths, cache/masking logic, and model-specific integration, so it is the most representative artifact for the overall heterogeneous-model feature.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest representative for the cluster because it subsumes the heterogeneous config work and adds the actual runtime support that the feature needs.", + "best_pr_reason": "pull_request:45332 is the best single PR for the cluster because it covers the end-to-end feature beyond config plumbing and is the more complete implementation of the heterogeneous-model change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same fix: #45333 adds per-layer configuration support, while #45332 implements broader heterogeneous model behavior and cache/modeling changes. They could be separate PRs rather than one merged duplicate." + "reason": "Related feature work, but not the same underlying change: 45333 is config plumbing for per-layer configuration, while 45332 adds model/runtime support that consumes that config. They could land separately and would not plausibly merge into one duplicate PR." } ] }, @@ -20199,7 +20267,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "71adc5c2548f07db8cf5f9942e74fd5c84096345c0709ace0ab49b6f78d4247e", + "prepared_review_unit_hash": "3e1f144bf868648314f3095a864e1a5095344c25ef104091ed4546eeaab960ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -20221,18 +20289,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many Transformer modules, while the other adds typing protocols/helpers and related fixes. They are not the same underlying change.", - "confidence": 0.9, + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep and config adjustment, while #45425 adds specific typing protocols/helpers for modeling utilities and related code paths.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader, more cluster-representative typing change because it affects many source files and the type-checking configuration, whereas #45425 is a narrower follow-up focused on typing helpers and specific integrations.", + "canonical_pr_reason": "PR #45415 is the broader, more representative typing sweep: it changes type-checking policy and touches many files across the codebase, making it the best umbrella representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best representative of this cluster since it is the larger, more generic type-checking pass over `src/transformers/*` and the typing config.", + "best_pr_reason": "PR #45415 is the best representative here because it is the most comprehensive typing change set; #45425 is a narrower follow-up focused on specific protocol/type aliases.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: both are typing-related, but #45415 is a broad type-checking sweep and #45425 adds specific typing protocols/helpers for `modeling_utils` and related code. They do not look like the same concrete bug or change, and would not naturally be one PR." + "reason": "Different underlying changes: #45415 is a broad type-checking pass/config update across many files, while #45425 introduces specific typing protocols and aliases for modeling_utils/flash-attention code. Shared files alone are not enough to treat them as duplicates." } ] }, @@ -20262,7 +20330,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "55b5508507f3116eea1c457b85c95e02ca52d2bf46aa3c5be05460388de28184", + "prepared_review_unit_hash": "eed21f2659c915a79ae3bee8bf27fae418738094a35fae1b6a6136d9a6298853", "component_budget": { "node_count": 2, "item_count": 2, @@ -20284,18 +20352,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address multi-token cached-forward behavior, but in different model families and code paths: one fixes Qwen3.5/Olmo hybrid GDN linear attention caching, the other fixes Mamba2 use_cache for seq_len > 1. They are thematically similar but not the same underlying bug or mergeable change.", - "confidence": 0.93, + "summary": "These PRs are related only at a very high level: both address cached multi-token forward paths, but they target different model families and different concrete code paths. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong canonical PR exists for the cluster because the two PRs fix different model implementations and different cached-forward failure modes.", + "canonical_pr_reason": "PR #45513 is the broader and more representative representative of the cluster theme, with a multi-model fix and test coverage around cached multi-token forward behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the stronger standalone representative: it has an explicit issue target, a narrowly scoped seq_len > 1 cache fix, and a focused diff/test pair.", + "best_pr_reason": "PR #45513 is the best representative artifact because it covers the broader cached-forward bug pattern across several models, whereas PR #46084 is a narrower Mamba2-specific fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model stacks and different code paths: Qwen3.5/Olmo hybrid linear attention cache handling versus Mamba2 cuda_kernels_forward use_cache behavior. Similar theme, but not the same concrete bug or a plausible single merged fix." + "reason": "Different model families and different bug surfaces: Qwen3.5/OLMo hybrid linear attention cached continuation vs. Mamba2 use_cache seq_len>1. Same broad theme, but not the same underlying fix." } ] }, @@ -20325,12 +20393,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ecd0e27170aa47d9556b66172fdc8c9756eaaeb12e2108f1221b1e9b8b83052f", + "prepared_review_unit_hash": "9fbc35b7be2e29e5fea07113c9453fb2009648cac7434ad98f49005517bb7b2a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20338,7 +20406,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20347,18 +20415,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different EP-related pull requests: one fixes EP + DeepSpeed ZeRO-3 loading/serialization during accelerate launch, while the other fixes EP + FSDP2 where experts can be overwritten by rank-0 broadcast. They share the same broad subsystem but not the same underlying bug or mergeable change set.", - "confidence": 0.96, + "summary": "Both items are EP-related loading fixes, but they target different failure modes and code paths: one is about accelerate/DeepSpeed ZeRO-3 serialization and `has_ep`, the other about FSDP2 shard wrapping preventing expert parameters from being overwritten. They are related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger canonical PR: it targets a concrete correctness bug where expert parameters can be silently overwritten during distributed loading/broadcast, with focused code-path changes in model loading and MoE/tensor-parallel integration.", + "canonical_pr_reason": "PR 45662 is the better canonical representative because it fixes the core parameter-loading path for distributed expert weights, with a concrete overwrite bug and broader applicability.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative of the cluster because it addresses a specific, user-visible distributed-training corruption issue and has the more direct fix path; PR 45548 is a separate loading/serialization workaround.", + "best_pr_reason": "PR 45662 is the strongest standalone PR in the cluster: it addresses a specific, user-visible corruption bug in distributed loading and changes the central loading flow rather than ancillary config behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different bugs and different execution paths: 45548 handles EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while 45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Same area, not the same change." + "reason": "Both concern EP loading, but 45548 fixes accelerate/DeepSpeed ZeRO-3 config handling while 45662 fixes FSDP2 expert weights being overwritten during sharded parameter assignment. Different concrete bugs and merge targets." } ] }, @@ -20388,7 +20456,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e22ae98d410aa4282dafe6e289d0e69df22afa514d15ebe1533bcc7df9fbfe54", + "prepared_review_unit_hash": "e06921dbc172ccd74e81d278ed1a901fadc92f3c24b9de4fa30872a77ae3a0be", "component_budget": { "node_count": 2, "item_count": 2, @@ -20410,18 +20478,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info logging problem; #45645 is the broader, more complete fix and subsumes the smaller code-only change in #45639.", - "confidence": 0.91, + "summary": "Two PRs address the same xdist collision problem around captured_info debug artifacts; PR 45645 is the broader/superset fix, while 45639 is the narrower testing_utils-only version.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the better canonical PR because it includes the core xdist-safe logging fix plus the CI/workflow changes needed to consume multiple captured_info files, making it the more complete implementation.", + "canonical_pr_reason": "PR 45645 is the strongest canonical PR because it includes the core xdist-safe output-file change plus the CI workflow update needed to read multiple captured_info artifacts, making it the most complete fix for the bug.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the strongest representative of the cluster: it addresses the same concrete captured_info collision path and also preserves CI debug logs, while #45639 is a narrower subset.", + "best_pr_reason": "PR 45645 is the best overall representative since it covers the underlying artifact-collision bug and the downstream log-collection behavior needed to preserve debugging output in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both fix the same captured_info artifact collision under xdist, and #45645 clearly builds on the same code-path change with added workflow support rather than a different bug." + "reason": "Both PRs fix the same concrete xdist collision in captured_info handling; 45645 is effectively a superset of 45639 and could plausibly subsume it into one change." } ] }, @@ -20451,7 +20519,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46229" ], - "prepared_review_unit_hash": "77bb2de0453297a3dab04406f81c0650feb2aa38aeb27febf43c9f8a2049225d", + "prepared_review_unit_hash": "79c94571d4082449d8b762c27ca3ac89046874d1e2d9ff2c2a3485be93d92794", "component_budget": { "node_count": 2, "item_count": 2, @@ -20473,18 +20541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds a model-to-AutoModel mapping for glmasr/dia, while the other implements MTP candidate generation support in the generation stack. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two pull requests are not duplicates: one adds a Glm ASR auto-model mapping, while the other implements MTP generation support across several generation modules.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster: PR 45670 is a small AutoModel registry tweak, while PR 46229 is a broader generation feature implementation, and they address different code paths.", + "canonical_pr_reason": "PR 46229 is the better representative of the cluster because it is a substantive feature addition; PR 45670 is a narrow auto-mapping tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 46229 is the stronger standalone representative because it is a coherent, self-contained feature addition with multiple implementation files and a clear functional scope.", + "best_pr_reason": "PR 46229 is the strongest standalone PR in this set: it introduces new MTP support across the generation stack, whereas PR 45670 is only a small model registry update.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46229", "accept": false, - "reason": "Different underlying changes and code paths: model registry plumbing for glmasr/dia vs. MTP candidate generation infrastructure. They would not plausibly be merged as one PR." + "reason": "Different changes and code paths: 45670 updates AutoModel mappings for Glm ASR/Dia, while 46229 adds MTP candidate generation infrastructure. They do not fix the same underlying bug or implement the same change." } ] }, @@ -20520,64 +20588,64 @@ "pull_request:46023|pull_request:46260", "pull_request:46259|pull_request:46260" ], - "prepared_review_unit_hash": "ce6a7630948db66a8b0f7be4dbc41fcfdd5ddc7c357ca0d6b271e175a68c32d6", + "prepared_review_unit_hash": "609518130b5514359a15110a99c43bdc187c59a0271d32e9d255748b2ddfc941", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 5, - "serialized_chars": 15128, - "estimated_input_tokens": 3782, - "estimated_eval_tokens": 7820 + "serialized_chars": 15130, + "estimated_input_tokens": 3783, + "estimated_eval_tokens": 7822 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 5, - "serialized_chars": 15128, - "estimated_input_tokens": 3782, - "estimated_eval_tokens": 7820 + "serialized_chars": 15130, + "estimated_input_tokens": 3783, + "estimated_eval_tokens": 7822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four distinct linter/modeling-rule PRs, not duplicates: one implements TRF003 behavior in several model forwards, and the others add/fix separate TRF016, TRF017, and TRF018 modeling rules. They share docs/rules infrastructure, but each addresses a different rule and code path.", - "confidence": 0.94, + "summary": "These PRs are related only at the level of lint/modeling-rule infrastructure. Each one implements a different rule or touches a different model family, so none look like true duplicates; the overlaps are mostly docs, setup, and rules plumbing.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the cluster mixes separate rule implementations/fixes (TRF003, TRF016, TRF017, TRF018) rather than one underlying change.", + "canonical_pr_reason": "PR 46023 is the most concrete standalone rule implementation in the set, with a focused code change and clear affected path; the others are separate rule additions rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping; 46023 is the most substantial standalone rule-fix PR, but it is not a duplicate of the others.", + "best_pr_reason": "PR 46023 is the best representative of the cluster because it is a direct code-path fix rather than a broader rule/docs update, but it does not subsume the others.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46260", "accept": false, - "reason": "Different changes: TRF003 forward-signature handling vs TRF017 modeling-rule addition for audio/video processors. Shared lint/docs infrastructure is not enough to merge them as one bug fix." + "reason": "Different rule/problem domains: TRF003 updates forward/return_dict handling in model forwards, while TRF017 targets do_* flag consumption in video/audio processors." }, { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying work: TRF003 implements tuple-return behavior in model forwards, while TRF018 adds a separate rule for do_* flag consumption in image/video processors." + "reason": "TRF003 is about model forward tuple/return_dict behavior; TRF018 is a separate preprocessing-lint rule for image/video processors." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter/modeling-rule PRs, but they target different rules and different model families (TRF016 vs TRF018). Not the same concrete change path." + "reason": "Both are linter/modeling-rule PRs, but they implement different rules and affect different model families (TRF016 vs TRF018), so they are not the same change." }, { "left": "pull_request:46023", "right": "pull_request:46260", "accept": false, - "reason": "TRF016 fixes dead do_* flag handling; TRF017 adds a distinct rule for audio/video processor behavior. Same subsystem, different rule and behavior." + "reason": "TRF016 covers dead do_* flags in image/video processor overrides, while TRF017 is a different rule for audio/video models; shared docs/rules files are incidental." }, { "left": "pull_request:46259", "right": "pull_request:46260", "accept": false, - "reason": "Separate rule additions (TRF018 vs TRF017) with different model targets and checks; they could not plausibly be merged as one duplicate PR." + "reason": "TRF018 and TRF017 are distinct modeling rules with different affected model sets; this is only topical similarity, not a duplicate fix." } ] }, @@ -20676,52 +20744,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "4647946b99991605a3f6cd618ac8df4c91440aeaae81e0ba9ae1061b5434d5a2", + "prepared_review_unit_hash": "8150aba2834f8d858efba5fbc7ad93faffb0b6e491853cdb04933d21a4eb573e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7333, - "estimated_input_tokens": 1834, - "estimated_eval_tokens": 3924 + "serialized_chars": 7332, + "estimated_input_tokens": 1833, + "estimated_eval_tokens": 3922 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7333, - "estimated_input_tokens": 1834, - "estimated_eval_tokens": 3924 + "serialized_chars": 7332, + "estimated_input_tokens": 1833, + "estimated_eval_tokens": 3922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests add SDPA dispatch support, but they target different model families and code paths (CTRL, T5, SeamlessM4T/v2). They are related feature work, not duplicates of the same concrete fix.", - "confidence": 0.93, + "summary": "All three PRs are thematically similar SDPA-dispatch enablement patches, but they target different model implementations and code paths, so they should not be deduplicated into one change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the best representative of the cluster because it is the broadest and most complete implementation, covering both SeamlessM4T and SeamlessM4T v2 plus tests.", + "canonical_pr_reason": "PR #46196 is the best cluster representative because it covers two closely related model variants (SeamlessM4T and SeamlessM4T v2) and includes corresponding tests, making it the most substantial and broadly representative SDPA-dispatch patch here.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest standalone PR in the set: it touches the actual model code for two closely related variants and includes test updates, making it the most complete example of the SDPA dispatch change.", + "best_pr_reason": "PR #46196 is the strongest overall candidate because it has the broadest scope within the cluster and appears most complete from the diff preview (model code plus tests for both variants).", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same high-level feature, but different model implementations (CTRL vs T5). They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + "reason": "Both add SDPA dispatch support, but they apply to different model families (CTRL vs T5) with separate implementations; this is related work, not the same concrete bug/change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL SDPA dispatch and SeamlessM4T/v2 SDPA dispatch are separate model-specific changes with different code paths and tests; related, but not duplicates." + "reason": "These touch different model code paths and variants; the shared goal of SDPA support is too broad to treat as one mergeable PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA support, but one is for T5 and the other for SeamlessM4T/v2. These are distinct model families and distinct implementations, so they should not be merged as duplicates." + "reason": "T5 SDPA dispatch and SeamlessM4T/v2 SDPA dispatch are distinct model-specific changes, not the same underlying fix." } ] }, @@ -20751,12 +20819,12 @@ "soft_pairs": [ "pull_request:46109|pull_request:46151" ], - "prepared_review_unit_hash": "f980859ee64a6f081235109a5abe56a0cbbb2633e4ea8d097f51992c63a58726", + "prepared_review_unit_hash": "7f051152d4f2a776f22cc1fd25170c5d1d7647143cf616075cbf4fd03f72c752", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4436, + "serialized_chars": 4435, "estimated_input_tokens": 1109, "estimated_eval_tokens": 2474 }, @@ -20764,7 +20832,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4436, + "serialized_chars": 4435, "estimated_input_tokens": 1109, "estimated_eval_tokens": 2474 }, @@ -20773,18 +20841,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one updates distributed trainer backend-parity tests, while the other adds an XPU expectation to a token-classification pipeline test. The overlap is only superficial (both touch tests and expectation data).", + "summary": "The two PRs are not duplicates: one updates distributed trainer test parity across DDP/DeepSpeed/FSDP, while the other adds token-classification pipeline expectations for xpu. They touch different code paths and should be triaged separately.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46109 is the more central representative of the cluster because it targets a broader distributed-trainer compatibility update across DDP/DeepSpeed/FSDP, whereas PR 46151 is a separate pipeline test expectation change.", + "canonical_pr_reason": "PR 46109 is the broader representative of the cluster, but it is not actually the same change as 46151; the two PRs address different test areas.", "best_issue_reason": null, - "best_pr_reason": "PR 46109 is the best PR candidate only in the sense of being the broader, more general test-compatibility change; PR 46151 is unrelated and should not be grouped with it.", + "best_pr_reason": "If a single PR must represent the set, 46109 is the better fit because it is the more general distributed-trainer compatibility update and spans multiple test files.", "soft_edge_verdicts": [ { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Different code paths and test suites: distributed trainer device-parity assertions vs token-classification pipeline expectations. No shared underlying bug or change, and they would not plausibly be merged into one PR." + "reason": "Different subsystems and objectives: distributed trainer parity tests vs token-classification pipeline expectations. No shared concrete bug or mergeable single PR scope." } ] }, @@ -20814,12 +20882,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d7ecfbaa9a75ea2edc98d08d1248270ab60d96571de47b8d9a0a2e02f2a69a5a", + "prepared_review_unit_hash": "708d70e43bdec435159b4efb926e2153c0ce40d21f31cb95717f5ad783dc9b16", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20827,7 +20895,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20836,18 +20904,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests in the distributed/EP area, but they are not the same change: #46126 is a focused EP + Trainer integration patch, while #46269 is a much broader distributed branch base touching many unrelated subsystems. Shared filenames alone are not enough to treat them as duplicates.", - "confidence": 0.93, + "summary": "The two PRs overlap on distributed/Tensor Parallel files, but they are not the same change: #46126 is a focused EP + Trainer integration for router masking and MoE routing, while #46269 is a broad distributed branch-base PR spanning FSDP, loading, integrations, CI, and multiple models.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the better canonical PR for this cluster because it is the broader umbrella branch and touches the larger distributed stack; #46126 is a narrower follow-up feature patch.", + "canonical_pr_reason": "#46126 is the more canonical PR for this cluster because it targets one concrete feature/change path (EP routing and Trainer integration) rather than a wide branch-base sweep.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the best representative PR in this set since it appears to be the foundational branch carrying the wider distributed refactor, whereas #46126 is a specific EP/Trainer integration change.", + "best_pr_reason": "#46126 is the best representative PR here: it is specific, coherent, and closest to a single mergeable code-path change. #46269 is too broad and serves more as a branch base than a duplicate of the EP integration work.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is only at a broad distributed subsystem level and a few shared files. #46126 focuses on EP routing and Trainer integration, while #46269 is a wide branch-base PR spanning many distributed components; they do not look like the same concrete fix and would not plausibly merge as one PR." + "reason": "Reject: shared distributed filenames are incidental. #46126 implements EP router masking and Trainer integration, while #46269 is a large distributed base PR spanning many unrelated areas; they are not the same underlying fix/change." } ] }, @@ -20877,12 +20945,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "e8d6b26878501f6398042b02c4b6f6781caa9b9fdbe418d2aa3c34e242950f9b", + "prepared_review_unit_hash": "818eb753e0966bf5b329aee719ae0b0da5bf53ed5c47cfb3c9d11f95fb30d7cc", "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 }, @@ -20890,7 +20958,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -20899,18 +20967,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a superficial theme (avoiding file-open source inspection), but they fix different code paths in different modules and would not plausibly be merged into one PR.", - "confidence": 0.94, + "summary": "Two open PRs both remove direct file-opening source reads, but they target different code paths and fixes: one in import_utils for package-resource traversal, the other in modeling_utils for attention-implementation detection. They are similar in technique, not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: PR 46152 changes import-utils source resolution for package resources, while PR 46207 changes attention-implementation detection in modeling-utils; they target different bugs and code paths.", + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a narrower, well-scoped behavior change with an accompanying test update, whereas PR 46152 is a separate import-utils refactor around resource resolution.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the better representative of the cluster because it addresses a concrete behavior bug in a single method and includes tests, but it is still distinct from PR 46152.", + "best_pr_reason": "PR 46207 is the strongest standalone PR here: it targets one concrete heuristic in modeling_utils and includes tests, making it more self-contained and easier to review/land.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different underlying changes: one replaces self-source file access in import_utils, the other changes source inspection logic in modeling_utils; same broad theme only, not the same bug." + "reason": "Both replace file-open source inspection, but they fix different modules and different problems. The import_utils resource-traversal helper and the modeling_utils attention-implementation heuristic are not the same concrete bug and would not plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a5bfad796944a6ed54119faea96c13ac8912ade5..d52ec4eb525cac7454cec7afd4d236916956d7b0 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260528t180037z", + "analysis_id": "hybrid-model-20260529t000037z", "archived_artifacts": { - "hybrid": "snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-28T18:13:51Z", + "published_at": "2026-05-29T00:10:49Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260528T180037Z", + "snapshot_id": "20260529T000037Z", "variant": "hybrid" } diff --git a/snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.json b/snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..359bee660ae920583c1a1214cbe7cd4803684d3b --- /dev/null +++ b/snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.json @@ -0,0 +1,2053 @@ +{ + "schema_version": "1.0", + "repo": 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}, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: ZeRO-3 index OOB vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problem domains." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug vs training-resume/trust_remote_code issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different problem entirely; no shared bug signature." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different tensor-shape bugs in different training paths." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config-field regression vs training-resume issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice-preset bug vs ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed symptoms and different model paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model loading." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization regression vs LoRA merge/save mismatch." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS TP-only failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime error versus LoRA save/load inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch vs mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed-related errors and different model setups." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug around inv_freq/materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 index error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mismatch forward bug vs expensive reverse-embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing bug vs auto device-mapping assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend-specific dtype/device problems." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs NVFP4 runtime failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems and no shared concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model loading." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they target different stale references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated multimodal dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend-specific dtype/device problems." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different error classes." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Same broad subsystem, but different concrete bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs custom trainer signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU support problem vs outdated docs/examples." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs in different model paths." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure during model loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific runtime failures." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPU support problem vs table QA crash." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different outdated-docs topics; not the same concrete fix." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure vs Gemma4 device-mismatch bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different model-path bugs; same general area only." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression vs docs/examples cleanup." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 tokenizer-ID regression affecting AutoTokenizer across model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure vs outdated docs/examples." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption vs checkpoint-loading implementation bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure vs docs/examples cleanup." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the conservative calls are grounded (the ZeRO-3 index-0 trio, the Qwen3.5 MoE rotary-embedding pair, and the AutoTokenizer v5 regression pair). However, the docs verdict `issue:44509` vs `issue:44512` is too broad for the evidence in the packet: one is about removed pipeline-task references, the other about the removed run command. The titles show related v5 docs cleanup, but not clearly the same bug or a single mergeable fix, so calling it a clear duplicate pair overstates the evidence. The summary should be toned down accordingly." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "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:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "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:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "965db4567e5a3013d023ce59658db7ee9c37bff92b3c1b0c52265b5f92696dd2", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39133, + "estimated_input_tokens": 9784, + "estimated_eval_tokens": 19824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous transformers regression reports and model-specific bugs. None of the proposed soft pairs look like the same underlying issue closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single issue candidate because it is open, concrete, and describes a specific reproducible from_pretrained/custom-module loading bug with a clear code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is Gemma3/vLLM attribute access and the other is Qwen3-MoE config handling; different models, different failure modes, not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated subsystems and error signatures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Both are version compatibility complaints, but one is torch/transformers incompatibility and the other is a pydantic PretrainedConfig regression; different concrete problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "PaddleOCR-VL load failure and Ovis2 checkpoint corruption are distinct model-loading issues with different causes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-out-of-bounds/deepspeed-related, but one is a mask shape mismatch and the other is a BertModel zero3 initialization failure; not clearly the same code path." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero3/Bert initialization failure and torch 2.4.1 vs transformers 5.8.0 incompatibility are different problems." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization bug and table-question-answering crash do not share the same underlying failure." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming API failure are both Qwen-related, but the symptoms and runtime paths differ enough that this is not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and table-question-answering crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM sliding-window attribute error and Gemma4 PLE device mismatch are different model families and distinct issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram kernel error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure and MPS int histogram failure are separate backend/model issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/backend runtime errors, but one is torch dynamo tracing on Mixtral float32 and the other is autocast mismatch on Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template node compile error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3/vLLM sliding-window attribute error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different concrete failures." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask length mismatch and the other is a zero-sized tensor during Gemma3 ZeRO-3 loading; different paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig regression are not the same issue." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different feature/compatibility topics." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral dynamo tracing error and GPT-OSS MoE tensor-parallel issue are both MoE-related but clearly different code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory regression and tied-weights translation-model regression are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected argument and pydantic PretrainedConfig regression are different API breakages." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code breakage and torch/transformers incompatibility are distinct versioning problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral dynamo grouped_mm error and Float8 storage lookup failure are separate runtime/backend issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors under ZeRO-3-like conditions, but the reported shapes and model/setup differ; no clear same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text embedding quality issue and siglip2 nonsensical AutoModel/pipeline results are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are both Qwen 3.5 multimodal-related, but they are different failure points." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers compatibility issue are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and Qwen3.5 embedding unpacking under TRL SFT are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image preprocessor dtype mismatch and Qwen3.5 input embedding unpacking are different model-specific bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity problem and GLM5 issue are different model behavior reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is cache-path collision for trust_remote_code and the other is loading the wrong custom module after save_pretrained; similar area but not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 lm_head tying bug and translation-model tied-weights regression are related only at a high level; they are not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "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:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "38db3ecb9fd22a25268760d90c5b4677a8c173e496d4f15b939f42311125df30", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37579, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only solid duplicate-like subcluster is the v5 non-persistent-buffer corruption / materialization regression around `from_pretrained()`; the rest are model-specific loading, quantization, tokenizer, or runtime failures that should remain separate. I\u2019m treating the Qwen3_5Moe `43950`/`45902` link conservatively because the packet does not fully prove they are the same duplicate bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43950 is the strongest canonical candidate because it most clearly describes the broad v5 non-persistent-buffer corruption regression and best matches the other confirmed buffer-loading report.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative of the only clear issue subcluster here: the Transformers v5 non-persistent-buffer / materialization corruption bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 config failure vs flash-attn2 fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs translation tied-weights regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading issue vs tied-weights handling; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer discussion vs a documentation typo." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and code paths: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model/output issues: detokenization bug vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete failures in different model families." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; the titles and symptoms align closely." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is an embedding-quality regression." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different runtime problems: autocast dtype mismatch vs Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer loss signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related symptom class, but the packet does not clearly establish the same duplicate bug: 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory report after `meta -> to_empty(cuda)`, while 43950 is the broader non-persistent-buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related, but they are different TypeErrors affecting different backends." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs broad tokenization change regression are different problems." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic load noise are not the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad Voxtral AutoTokenizer error message is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but the reported symptoms are too different to safely treat as one bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe buffer initialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error-message bug and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing issue is unrelated to int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy/regression affecting embedding behavior." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise and inability to load ScandiBERT are different failures." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same subsystem, but one is load noise while the other is a model-specific loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss is not the same as the broader remote_code breakage report." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading errors with different root causes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram limitation in MoE is unrelated to Gemma4 device-map mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:43950 vs issue:45902. From the titles alone, 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory report after `meta -> to_empty(cuda)`, while 43950 is the broader `from_pretrained()` non-persistent-buffer corruption regression. They look related, but the packet does not clearly establish they are the same duplicate bug, so accepting that pair overstates the evidence. The 43950/44534 and 43054/43493 accepts are fine, but this one should be treated more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "c79308a1a1f3eec0b32850fa6e7d9d8738272d2b787fdb1115cd4ec29088d659", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are near-matches only at the symptom level (model loading, checkpointing, tokenizer, or deepspeed issues) and are not the same underlying bug. The only clear duplicate is the docs regression around removed pipeline tasks; the `_is_hf_initialized` constructor bug also looks like the same compatibility issue.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s main theme: recent transformers-version regressions breaking model loading and remote-code compatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster representative because it captures the widest, most central failure mode among these reports (version regressions causing model-loading breakage across models).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-specific failures, but the titles point to different models and different failure modes; no evidence of the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback logic; same broad area, but not the same concrete issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing VL class vs bitsandbytes Int8Params constructor incompatibility; unrelated root causes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention LoRA/tied embeddings in Qwen, but one is a version-compatibility break and the other is a warning about config tying; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code compatibility regressions vs a Gemma4 device-map mismatch; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping helper failure vs remote_code model loading regressions; related theme, but different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs device mismatch in Gemma4; both are runtime errors, but not the same underlying defect." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs flash-attn fallback gating; different subsystems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure vs flash-attn fallback checks; no shared concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage is broader; this one is a tokenizer-specific Kimi-K2.5 regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights vs non-persistent buffer corruption; both are state-loading issues but not the same defect." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error in non-pretrained BERT vs Gemma4 device-map mismatch; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Both are compatibility regressions, but one is a Qwen3-MoE LoRA migration issue and the other is a broad remote_code loader breakage." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: pipeline-task docs still reference tasks removed in v5." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` compatibility bug during model/parameter initialization; the stack traces differ, but the constructor-kwarg problem matches." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs fbank feature-extraction issue; possible overlap in audio paths, but not enough to treat as the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3-MoE migration issue vs bitsandbytes constructor incompatibility; different failure mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs a corrupted Ovis2 checkpoint; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is a loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve training/loading behavior with Qwen3-family models, but one is missing weight conversion and the other is gradient averaging under GAS with DeepSpeed." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch vs tensor mask/tensor shape mismatch; same kind of runtime error, different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA vs a missing supports_gradient_checkpointing flag on a trust_remote_code model; related area, not the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback issue vs flash_attention crash on s_aux=None; both touch attention internals but are distinct defects." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures for Qwen variants, but the titles indicate different models and targets; not enough to merge as one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Model-loading failures, but for unrelated model families and likely unrelated causes." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor regression vs CLIPTokenizer max-length value issue; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Two mask-shape IndexErrors, but the titles only show symptom similarity; no evidence they share the same root cause." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad Voxtral tokenizer error message vs inability to load cjvt/sleng-bert; both tokenizer-related, but not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video regressions in newer Qwen models, but one is a broad multi-model regression and the other is a specific StopIteration case; too little evidence to merge." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 vs NemotronH checkpoint loading failure; different subsystems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Qwen3.5-MoE uninitialized-memory issue; different layers and root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted soft pairs are well supported by the packet: 43827/44509 are the same docs regression about removed pipeline tasks, and 43872/44291 are the same `_is_hf_initialized` compatibility/constructor-kwarg issue. The broader representative choice of 45020 is plausible given the cluster\u2019s theme of transformers-version loader regressions, and the rejected pairs are mostly cautious symptom-level non-matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:45313|issue:45357", + "issue:43708|issue:44075", + "issue:43644|issue:43645" + ], + "prepared_review_unit_hash": "959ec6f00bdf576e5fd45ea7df8072720939c019643583e38b258c7274f64572", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37795, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one single duplicate cluster; it contains several smaller pockets. The clearest duplicate pairs are around custom model initialization, non-persistent buffer corruption, SigLIP2 bad outputs, strict config-validation regressions, and BERT model loading regressions.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43646 is the broadest, clearest statement of a real regression in this set: custom model initialization breaks in Transformers v5, and it best represents the custom-model-init duplicate pocket.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best overall issue representative because it is general, regression-focused, and cleanly captures the underlying bug without overfitting to a single environment like Jupyter.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different problems: GGUF gpt-oss support vs a Phi MoE dtype-mismatch failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different code paths: FSDP2 shared_kv rebuild vs device_map forward device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated Qwen3-MoE sliding-window bug vs GGUF gpt-oss support request." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batching/token leak is a different bug from Whisper empty-transcription handling." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram Int errors are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a missing class is not the same as meta-device loading failures." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and flash-attn illegal memory access on Qwen3.5 are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FP8/Qwen3MoE failure and meta-device loading regression are separate code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying v5 custom-model-initialization regression; one is just the notebook-specific wording." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue is unrelated to GGUF model support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video StopIteration bug and the other is TRL SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import path break and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/add-new-model-like failure is a different issue from Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask/tensor shape mismatch are different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 checkpoint producing wrong/zero outputs with the same model family." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert initialization index error and tokenizer-mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert index error is not the same bug as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure and mask-shape index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both point to the same strict config-validation regression preventing valid configs from loading." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload dequantized loading and Strix Halo mmap OOM are different load-path issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent buffer junk regression in Transformers v5." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 wrong outputs is a runtime/model bug; the docs issue also includes model/processor mismatch and quantization example errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe hf4.x vs hf5.x incompatibility is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cuda assert on Qwen3 and FineGrainedFP8 failure on Qwen3Moe are different bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are the same current-version model loading regression affecting BERT-style models." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe cross-version incompatibility is unrelated to Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and visual-encoder save_pretrained key regression are different Qwen3.5 issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD args not being used are separate training bugs." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer corruption and custom model initialization are different regressions, despite both being Transformers v5-related." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the set as several smaller duplicate pockets rather than one cluster, and the accepted pairings are mostly conservative and supported by the issue titles. I don\u2019t see a clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45588|issue:45663" + ], + "prepared_review_unit_hash": "7d4488c8761a421cfdc364586d8e5ddd4423c99ec6c1e15363329755b758cf2c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38943, + "estimated_input_tokens": 9736, + "estimated_eval_tokens": 19728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items in this cluster are unrelated one-off model/runtime bugs. The only clear duplicate family is the resize_token_embeddings regression across Gemma4/T5Gemma, with 45292 as the broadest canonical report.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45292 is the most general description of the resize_token_embeddings regression; the Gemma4 and T5Gemma reports look like model-specific manifestations of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the shared embedding-resize failure while remaining broad enough to absorb the model-specific duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer-loading failures; same general area, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example problem with quantization errors and the other is a runtime correctness issue; not clearly the same underlying defect." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different code paths." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Distinct model-loading failures for different models; no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs GLM-4.7 model loading are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory/quantization-related, but the reported failures and triggers are different." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is MoE training memory usage and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Separate models and separate crashes; not mergeable as one fix." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue and sinq save/load corruption are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility is unrelated to the resize_token_embeddings regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/saving internals, but the concrete failures differ and do not look like one bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a 3D position_ids packed-sequence bug and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same API regression: resize_token_embeddings fails to propagate updated embeddings/output weights across two model families." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track-leak are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different incompatibility classes." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they are model-specific reports with different affected architectures and no clear shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/runtime issue and GLM5 loading are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading/tokenizer issues; only superficial similarity." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT LoRA vs T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failure modes (FSDP2 attention KeyError vs composite config unwrap issue)." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but the concrete bug paths differ." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling vs mmap/OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5/Gemma4 problems in unrelated code paths." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio batching token leak and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and MXFP4 fallback are different loading issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "OOM under int4 quantization vs disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM are different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT gradient checkpointing issue and eval-mode checkpointing restriction are not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is a more specific instance of the broader issue in 45292." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different loading regressions." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "General checkpointing/eval restriction vs Qwen3.5 SDPA math fallback/NaN gradient explosion are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 key error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate family, 45276/45335 (with 45292 as canonical), is well supported by the issue titles and descriptions. The rejected pairs are generally framed cautiously with model- and failure-mode differences, without overstating shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44737|issue:45859" + ], + "prepared_review_unit_hash": "23f14540025157c9db12bc300244d2611ed3e7642b8674516cd567a76958c290", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs. The only clear duplicate pair is the `resize_token_embeddings` regression: the generic issue and the T5Gemma-specific report describe the same missing propagation to the output/decoder embeddings.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45292 is the broader, model-agnostic report of `resize_token_embeddings` not updating the output embeddings; 45335 is a specific T5Gemma manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative issue because it states the core regression more generally and can anchor the duplicate pair cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/from_pretrained custom-model handling, but one is about read-only permission propagation and the other about loading the wrong custom module; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization vs Trainer resume/max_steps calculation are unrelated code paths." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load failures are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` does not propagate to the output/decoder embeddings; 45335 is the T5Gemma-specific case." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype mismatches, but one is autocast-related and the other is a device-map/image-preprocessor mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and an autocast dtype mismatch are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and model loading failure for a specific checkpoint are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and version-dependent tokenization changes are different regressions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and mmap-related OOM are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; too broad to merge." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex attention on torch>=2.9 and Gemma4 PLE device mismatch are separate code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a device-mismatch forward-pass bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base-model-prefix loading and custom model init in notebooks are related only broadly, not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 dtype mismatch are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction reference is not the same bug as the Qwen3.5 cache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` and Perceiver interpolation failures are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models and a mask-shape IndexError do not look like the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP outputs and `ModelOutput` key assignment are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3.5/TRL input-unpacking failure are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compilation are unrelated errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; not the same documentation bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but the symptoms differ enough here\u2014generic MoE loading breakage vs a specific weight-shape mismatch\u2014to avoid merging without stronger evidence." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load and `from_config` unwrapping of `text_config` are separate loading/saving bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict and `gguf_file`/from_pretrained issues are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and flex-attention compilation failures are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading for a different model are not the same issue." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM behavior are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and a Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance problems." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load `extra_state` and a video-input regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 45292/45335, is strongly supported by the titles as the same resize_token_embeddings regression affecting different embedding paths. The other rejections are phrased cautiously 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": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43611", + "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:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:43582|issue:43632", + "issue:32090|issue:39404", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:44206|issue:44220", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081" + ], + "prepared_review_unit_hash": "6ccc8b066433238f4dd50eaae75ed07ba1f475a3f45e825512ead706cd3fb1d3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct bugs across different models/subsystems; the only strong clustering theme is several Transformer v5 regression reports, but even those usually point to different concrete failure modes. No soft pair looks duplicate enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set: it describes a generic Transformers 5.0.0 custom-model initialization regression, which is a better cluster anchor than the more model- or symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall issue candidate because it is general, version-scoped, and describes a reusable underlying regression rather than a single model or narrow code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs. `_is_hf_initialized` flag regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different domains and symptoms: Trainer GPU broadcast NoneType error vs. Whisper `return_language` pipeline behavior." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model-loading failure and the other is a specific Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated areas: tokenizer mapping validation vs. compiled `flex_attention` failures on torch >= 2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-load regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different problems: perplexity/behavior of a model vs. runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to a template compilation TypeError." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token naming conflict vs. FineGrainedFP8Config failure in Qwen3MoE." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` config-field loss is unrelated to Qwen3.5 grouped linear-attention cache crashes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking bug vs. multimodal iterable-dataset failure with multiple images." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on one model is not the same as the tokenizer loading failure for another model." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but `tensorflow_text` backend registration is a different issue from TensorFlow being omitted in the torch extra." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decoding skip-special-tokens behavior is different from empty-transcription generation failure after `align_special_tokens`." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral grouped_mm is unrelated to template compilation errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but the affected models and likely root causes differ." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Fine-grained FP8 config failure and PagedAttentionCache linear-attention crash are separate code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the titles point to different concrete failures; not enough evidence they are the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related Transformers v5 regressions, but one is about junk non-persistent buffers and the other about custom model initialization; too broad to call duplicates." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are different from a `get_seq_length` return-type contract bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic `gguf_file` breakage and the other is a Qwen2.5-GGUF v5-specific failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is not the same as Jupyter-specific custom model initialization breakage." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading path issues: device_map/offload dequantized model failure vs. GGUF model loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-state output regression vs. rope-index scaling bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-gated load failures, but the model/tokenizer targets and failure modes are different." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` and tokenizer load failure for a different model are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor default sampling rate bug is unrelated to MIMI batched-vs-single output differences." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization regression and non-persistent buffer filling bug are different concrete failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as a cache length contract/type bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom model initialization breakage is distinct from non-persistent buffer junk initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different model-specific failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General transformer-loading noise vs. a specific Mistral tokenizer regex-patch crash are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:45216|issue:45357", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "f01e27aab07b5dad7b5f91d368fd0e6418d33fa176635c8c729084360ed2b342", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformer/model-loading regressions with no strong cross-duplicates. The only clear duplicate-looking pair is the Qwen3.5 save_pretrained regression reports.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45216 is the broadest, clearest representative of the Qwen3.5 save_pretrained regression; issue:45357 reads like a narrower follow-up about the same serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best issue anchor in this set because it is a concrete regression report with a plausible duplicate partner and broader wording than the follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied-weight behavior, but one is a Mistral3 model bug and the other is a save/serialization inconsistency; not the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is a SigLIP2 inference mismatch and the other is an OmDet-Turbo processor size mismatch; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config vs a template compilation TypeError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and mechanisms: MIMI padding-mask batching bug vs DAC STE mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet processor resolution bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time crashes, but one is ScandiBERT loading and the other is a Mistral regex patch crash; different defects." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure modes: physical-intelligence/fast loading regression vs Mistral tokenizer patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch newer transformer behavior, but FP8 config failure and init_empty_weights argument handling are distinct issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer attribute conflict vs KeyError on loading a model; no shared underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained/serialization regression; 45357 is a narrower symptom of the checkpoint being saved incorrectly." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument error is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage object are different problems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a still-image temporal position-id scaling bug; not the same concrete defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is model initialization/tie behavior and the other is LoRA merge collapse with extended vocab; different code paths." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading error vs Qwen3 auto device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning failure and the other is temporal position-id scaling; different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer initialization are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and noisy transformer loading messages are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and missing Float8 storage type are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma-4 FSDP2 shared_kv_states KeyError are different defects." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but they concern different model versions and different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Voxtral tokenizer error messaging and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions do not describe the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a specific tokenizer load failure are different issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both touch special-token handling, but one is backend post-processor updating at runtime and the other is a model-specific add_special_tokens regression; not enough to treat as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only clearly duplicate-looking pair is issue:45216 and issue:45357, whose titles both describe a Qwen3.5 save_pretrained serialization regression. The remaining soft-edge rejections are appropriately conservative and do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "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:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:42175|issue:45542", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "7f17ce977d721110728431dcf26fa9a54407153bcf9e0ee805774f7825b6199a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by broad subsystem or release regression theme, not the same underlying bug. The only clear duplicate-like pair is the TensorFlow/backend packaging issue in the torch extra.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest, most representative v5 loading regression here; it is a general model-loading breakage rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best umbrella issue for this cluster because it captures a core Transformers v5 model-loading regression that is closer to a reusable triage anchor than the more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention checkpointing/gradient flags, but one is eval-mode incompatibility and the other is a missing capability flag on a remote-code model; different bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL fine-tuning with multiple images in an iterable dataset." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading failures, but one is an init_empty_weights/_is_hf_initialized API mismatch and the other is a Float8 storage resolution error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json is a different tokenizer-selection bug from Granite token IDs being wrong." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are separate tokenizer/model-loading problems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification training behavior, but one is flash_attention_3 degeneracy and the other is single-label num_labels=1 zero-loss logic." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload failure and Qwen3 MoE memory inefficiency are different issues, not the same code-path bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both describe the same packaging/backend bug: installing the torch extra leaves TensorFlow backend support missing, causing undefined tf backend errors." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different v5 regressions in different code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA vision tower/temporal-attention problems are unrelated to Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A800 cudaErrorAssert during device mapping is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 all-padding-window NaNs are different batching/attention bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning and Qwen2.5-VL video vision_position_ids are both multimodal, but not the same concrete failure." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bfloat16 dtype mismatch are distinct problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow extra packaging and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge as one bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/load regressions, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete defect." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are separate model-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions affecting different models and code paths." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weights, but one is untied weights causing bad generation and the other is device-dependent save_pretrained serialization; not identical." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The one accepted pair (42175/45542) is a clear duplicate-like backend packaging issue, while the rejected pairs are mostly different bugs or at least not evidenced as the same concrete defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44991", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:42617|issue:42915", + "issue:40990|issue:45701" + ], + "prepared_review_unit_hash": "9c6a58db6524557b33945fd0b79b690ae6d8d28bbeff19235404bf5c5a9d4674", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37397, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly about Transformers/runtime regressions across loading, device mapping, quantization, and tokenization, but the soft pairs mostly describe different concrete bugs in the same general area rather than true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 41720 is the most central node in the cluster\u2019s similarity graph and is a concrete runtime/device-mapping failure, but it is still distinct from the neighboring reports.", + "canonical_pr_reason": null, + "best_issue_reason": "41720 is the best single representative because it is specific, actionable, and connects to several related runtime/offload reports without being as vague as some others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark vs torch.export failing on torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load failures; no shared concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on WikiText and Whisper empty-transcription generation failure are different problems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug is unrelated to inputs_embeds/past_key_values progressive generation." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "One is generation with inputs_embeds/past_key_values; the other is auto device mapping on Qwen3." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms and likely code paths are different enough to avoid merging." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention device/forward behavior, but Bark CPU-offload mismatch and DAC STE mismatch are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Similar theme of device-mapping issues, but different models and no evidence of the same underlying code-path bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights/generation garbage is unrelated to torch.compile SDPA behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors vs iterable-dataset multi-image finetuning failure are different issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/serialization issue is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask discrepancy is unrelated to OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and LoRA gradient checkpointing effectiveness are different problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model loading on gpu+cpu offload is not the same bug as offloading with quantization in general." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask output mismatch and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are distinct code paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying failure and BitNet packed-weight unpacking are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model loading/runtime crashes, but on different models with no concrete shared bug." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures with no evidence of a common root cause." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate loading/state bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is device-map assert and the other is flash-attention generation correctness." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and incorrect visual encoder keys are different save_pretrained regressions." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization changes are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:41720|issue:42617", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "f464a986ed0b7a139085686b50e27738fb082f80872e6b64a6c8bd872a0da43e", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose bundle of unrelated Transformers issues; none of the soft pairs are strong duplicates. The closest common theme is offloading/quantization/memory behavior, so I\u2019d use issue 43873 as the best representative.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43873 is the broadest, most central problem in the set: offloading/quantization behavior with substantial discussion and inbound references. It best represents the only clear subcluster, even though the overall set is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most suitable cluster anchor because it is general, actively discussed, and closest to the recurring memory/offload-related reports here. It is broader than the model-specific regressions and loading errors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory problems, but one is int4/OOM in Transformers 5.x and the other is a T5/apex RMSNorm leak; different bugs and code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature error is unrelated to the 3d_parallel.py runtime failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer max_steps resume logic are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision vs Gemma4 device mismatch; different models and failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatch inference." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different compatibility issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API regression and Qwen3Moe FP8 loading failure are not the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video-shape bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained visual key regression." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch offloading/memory, but 43873 is quantization offload behavior while 44756 is mmap/OOM on Strix Halo." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Two different serve crashes with different AttributeErrors and processor paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime/device issues, but Bamba compile+SDPA and Bark CPU-offload mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but they affect different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression across Qwen VL models and TRL embedding unpacking are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash vs processor output-size mismatch; no shared underlying defect." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only save_pretrained permissions are separate filesystem problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as a general tokenization-change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and dequantized model offload loading failure are distinct quantization/loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/parallelism, but the specific device-map CUDA assert and TP-only GPT-OSS issue are different." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state caching are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer bugs with different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are separate config issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3VL weight_only load error are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and Llava Next segfault are unrelated model-loading 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": 17, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:43421|issue:45701", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44492|issue:44509", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:43782|issue:45381", + "issue:45588|issue:45759", + "issue:44987|issue:45042" + ], + "prepared_review_unit_hash": "764d7bd7a0621c56a6b446c3f863f79b98b21176104fc8ed80a00b5021f88f15", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36949, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate family. The only clear duplicate pair is issue 44514 and 44545, both describing the same Qwen2_5_VLProcessor.apply_chat_template crash with padding=False.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best canonical anchor because it is a concrete, reproducible report and has an exact duplicate in issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest standalone issue: it is specific, actionable, and matches issue:44545 exactly, making it the clearest dedup target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes, different models, and different failure modes; only broad tokenizer crash similarity." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "One is runtime post-processor refresh behavior; the other is a Granite token-id regression. Not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch vs Qwen3 auto device-map cuda assert; unrelated code paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast inconsistency and the other is a T5 class loading error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems: gather_for_metrics label trimming vs SAM3 text/box prompting behavior." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a CLIP model vs generation with inputs_embeds/past_key_values; not the same issue." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different processor/model crashes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps vs BarkProcessor voice_preset; unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different failures in different components: torch.compile/SDPA vs tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but the concrete problems differ: device mismatch vs packed-weight unpacking." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 apex FusedRMSNorm memory leak; different root causes." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token update bug vs a general tokenization-version-change report; not the same concrete defect." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch in CPU offload vs BigBirdTokenizer mask-token registration; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE vs config unwrapping in composite multimodal Qwen configs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping cuda assert are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning vs multimodal token counting video-branch bug; different surfaces." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update issue vs progressive generation inputs_embeds/past_key_values bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix request and a docs cleanup about removed pipeline tasks are not the same issue." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template crash when padding=False." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation into config vs degenerate zero-loss classification behavior; related area, different bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor refresh bug vs DiaConfig custom token-id loss on save/load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel; different paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy vs Qwen3.5 num_labels propagation; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but for different checkpoints and likely different causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen 3.5 multimodal/config issues: text_config unwrapping vs CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window bug vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading error vs qwen2.5-vl video vision_position_ids issue; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux-argument crash vs config unwrapping for composite multimodal models." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model fails vs PIL image processors requiring torchvision; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the conservative stance on soft edges is appropriate. The only accepted duplicate pair, issue:44514 and issue:44545, is strongly supported by the identical titles, while the other pairwise rejections do not overclaim based on 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": 17, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "f1bab03613b2b435e9e76f56cc12e33ae070baa1177948c0adce21d9f7a69b6d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37461, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, multimodal, training, quantization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the most broadly worded and discussion-heavy item in the set, so it is the best cluster representative by activity, even though the cluster itself appears over-broad.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of open status, inbound references, and discussion activity, making it the most useful single issue to surface as the representative item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different problems: AddedToken special-arg construction vs loading a specific model from the hub." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tie-word-embeddings warning during LoRA finetuning; the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc/example mistakes for SigLIP2 are unrelated to an OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to quantized model serialization/deserialization via sinq." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training, but one is embedding unpacking with TRL SFT and the other is train-then-evaluate behavior." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime post-processor updates are not the same bug as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError is a distinct forward-pass bug, not the same as the gradient-checkpointing flag issue." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is cache loading and the other is a specific _patch_mistral_regex model_info call path." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to notebook custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "General tokenizers-backend post-processor updates are not the same concrete crash as LayoutLMv2Tokenizer NER/padding failures." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping is unrelated to the T5 Apex RMSNorm leak." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading are separate issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer access while the other reports codec handling/regression behavior." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/example issues are not the same as a general quantization offloading problem." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3 init with BertModel is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map image processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug from DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are distinct tokenizer/model-registry issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing failure is unrelated to Gemma 3n audio_mel_mask variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output differences are different model regressions." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to dtype mismatches in SwitchTransformers and TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA and DAC from_latents mismatch do not share the same code path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging bugs are unrelated to single-label-classification zero-loss 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": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44488", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43644|issue:43749", + "issue:44479|issue:45834", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "a9748c69e9fe53419021c7ff84398c40459b990f5e80272dfc7b6a2724f86644", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35193, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs mostly connect unrelated bugs across different models, tokenizers, loaders, and runtime paths. I rejected all soft edges as false positives.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set; the candidates are heterogeneous and do not describe one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative because the pairings do not form a coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer loading, but one is an AddedToken argument collision while the other is a model/tokenizer load failure for a specific repo; different bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different domains entirely: metrics gathering in evaluation vs incorrect Mamba2 cache behavior." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "One is an image preprocessor dtype mismatch, the other is a Gemma3n variable name collision in forward; unrelated failure modes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault in Llava Next loading is unrelated to an MPS histogram kernel not implemented for Int." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crashes for NER/padding vs Perceiver image classification shape handling; no shared underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers and RoPE-layer dropping in Smollm3 are distinct model configuration issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC forward/from_latents mismatch are unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig remote-code field loss." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve API regressions, but one corrupts non-persistent buffers during load while the other returns the wrong type for cache length." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline network call problem and the other is an AttributeError on a tokenizer object; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Remote-code config missing fields and strict config blocking granite_speech loading are separate configuration issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related Qwen issues, but they affect different model families and different symptoms/paths." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are version regressions, but they concern different models and different outputs; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA device-mapping assertion on Qwen3 is unrelated to AutoTokenizer failing to load a different model." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/quantization issues and Kosmos2.5 OCR index errors are separate problems." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation are different concrete failures." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation TypeError are unrelated subsystems." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing for FastSpeech2Conformer are different tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same code-path problem." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and broken FSDP CPU RAM efficient loading are distinct regression classes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype initialization and Apple Silicon caching_allocator_warmup TypeError 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": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:44485|issue:44509", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43906|issue:46209", + "issue:43825|issue:43827", + "issue:43582|issue:44857", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43650|issue:43906", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "8876ad7c8b046a6a6440429e5d9d5374fb3a7ff03b0600be377f74d6d13f72f2", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35436, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative clustering. issue:28218 remains the best representative issue for the concrete tokenizer added-token spacing bug, but the soft duplicate link to issue:29159 is not strong enough from the available evidence and is rejected.", + "confidence": 0.72, + "canonical_issue_reason": "issue:28218 is the clearest concrete bug report here: it names a specific tokenizer added-token spacing failure, is still open, and has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the strongest single issue candidate overall because it is specific, reproducible in scope, and directly describes the bug at hand.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import regression are unrelated failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs problem around pipeline support, the other is a model inference regression; same broad v5 theme, not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() affect different code paths and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both concern remote_code breakage, but they point to different removals and different concrete failures." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "A cache length return-type issue is unrelated to return_tensors being ignored when text_kwargs is supplied." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and stale pipeline-task docs are not the same underlying issue." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "These are both tokenization-related, but one is a CamemBERT masked-LM regression and the other is a broad version-dependent tokenization change report." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The evidence only shows topical overlap: one is an extra space after an added token, the other is a broader slow-vs-fast tokenizer inconsistency report. No body-text linkage or explicit duplicate reference is available here." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size preprocessing mismatch is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Quantized-weight unpacking and bfloat16 dtype mismatch are different concrete loading/inference bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different failure modes: weight_only loading vs RoPE indexing." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction issue is not the same underlying problem as an FP8 inference failure on B200." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Incorrect error message and stale docs are related to the same removal, but they are still distinct issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crash are different backend/runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging omission and a tokenizer regex crash are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights TypeError are different loading-path regressions." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "These are different processor/tokenizer loading crashes with different missing attributes and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latents/STE mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output differences are separate model-processing bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague reproduction request is not the same as the underlying bug being reproduced." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code breakage are different loading regressions." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they are only broadly related and do not describe the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness on differing head dims are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables and stale auto_mappings config references are different CI/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall sweep is conservative, but the one accepted soft edge is still a bit too strong for the evidence in the packet. Issue 28218 is specifically about an extra space after an added token, while 29159 is a broader slow-vs-fast tokenizer inconsistency report; from titles and metadata alone, that supports only topical overlap, not confidently the same underlying bug or a shared fix. I\u2019d reject unless you can ground that duplicate call in body text or explicit linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567" + ], + "prepared_review_unit_hash": "893cfe24cf5044b6b8ae7e233888fed0a1e39f6f46876fef48e3a3a52eb9014e", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36091, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer regressions, model-loading/config bugs, trainer behavior, multimodal/audio/video processor issues, and OOM/quantization problems. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are too diverse across subsystems and symptoms to represent one duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue stands out as the best global duplicate hub; the cluster is too mixed for a meaningful canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Both mention loading/runtime issues, but one is a missing Float8 storage type and the other is an image processor torchvision dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "One is a local checkpoint/PEFT loading failure, the other is Whisper batch_decode ignoring skip_special_tokens; different code paths and bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/evaluation, but the first is a ZeRO-3/non-pretrained Bert crash and the second is evaluate() failing after train(); not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from loading APIs, but gguf_file support breaking and a tokenizer load regression for est-roberta are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both produce CUDA OOMs, but one is int4 reserved-memory behavior and the other is a video model memory issue; too broad to be duplicates." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is torch.compile with SDPA on Bamba, the other is MXFP4 loading fallback on gpt-oss; unrelated model/runtime issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch is a model inference bug, while DiaConfig loses custom token IDs after save/load; different components." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model import/definition flows, but GenerationMixin import failure and notebook custom-model initialization breakage are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and a multimodal token-count video-branch bug are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "One is a unit-test loading failure for GLM-4.7-Flash; the other is flash-attention generation failure for Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and MXFP4 load fallback are different issues, even though both are model-related." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Both are CI/model bugs, but packed-weight unpacking during accelerate loading and processor/model input-size mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and an OmDet-Turbo processor size mismatch do not share the same underlying bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern error handling, but protobuf decode exceptions and a bare except in Fuyu tensor conversion are separate problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying failure and Blip2 dtype propagation issues are unrelated model-loading/model-initialization bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are different API breakages." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode skip_special_tokens handling are different processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE load/convert issues and GPT-oss-20b OOM are not the same bug, only broadly model-loading related." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/loading issues, but trust_remote_code losing fields and AutoModelForCausalLM.from_config not unwrapping text_config are different failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined helper usage in multimodal token counting is not the same as the v5.3.0 video input regression across Qwen VL variants." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "A video token-counting bug and batched video processor shape bug affect different parts of the video pipeline." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch in Bark and Qwen3_5Moe rotary embedding incompatibility are different runtime failures." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting not updating and GPT-oss-20b perplexity are unrelated training vs inference issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a framework loading bug, while disabling mmap on Strix Halo is a platform-specific memory workaround." + }, + { + "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 handling/warning behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL weight-shape mismatch are both Qwen-family, but they are distinct loading bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are completely different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:43577|issue:45072", + "issue:44987|issue:45907", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:43257|issue:43756", + "issue:28282|issue:29127", + "issue:42175|issue:44488", + "issue:43582|issue:43782", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "4198df393fbffe6908bb8cf8fb482e5278218047133717b2b723fc0fc3bdd2b2", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37036, + "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 mostly heterogeneous: it contains many unrelated model-loading, tokenizer, video, quantization, and backend issues. There are a few thematic overlaps, but none are strong enough to treat as safe duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45701 is the broadest, most reference-heavy report and is the closest thing to an umbrella tokenization regression, but the overall set is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best general issue candidate because it is broad and has the most inbound references; however, it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 loading vs MobileLLM key error. No shared code path evident." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to image processor torchvision dependency checks." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 load error is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-state bug; the other is a vague tokenization regression report, not the same concrete defect." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF auto-loading breakage and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for a specific repo vs CLIPTokenizer max_length bug; different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-id persistence bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: device-mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "BOS/EOS insertion regression is different from the LlamaTokenizer pre-tokenizer override issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but one is a broad v5.3.0 regression and the other is a qwen2.5-vl position-id bug; not the same concrete defect." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP vs TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video input regressions, but they target different model families and the titles do not indicate the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue for tensorflow extras vs a specific missing model import; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video failures: Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized device_map loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor TypeError is not the same as a repo-specific tokenizer loading failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque IndexError has nothing to do with the PEFT version bump." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is BLIP2 load casting and the other is bfloat16 inference mismatches in different models." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "General model loading failure vs list_repo_files revision forwarding; different APIs and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Llama 3.2 vision model loading breakage." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are separate model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE layer count." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found ImportError and LayoutLMv3 box-clarity error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backends issue and a specific model load failure do not describe the same defect." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon allocator TypeError and Qwen3VL weight_only load error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is different from FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probability behavior is not the same as Perceiver non-default-resolution classification failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to flash_attention s_aux=None crash." + } + ] + }, + "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": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46202" + ], + "soft_pairs": [ + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:43906|issue:45381", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43756|issue:45325", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43906|issue:46202", + "issue:41762|issue:44936", + "issue:44514|issue:45381", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "235f889915f923f48b9c80337121d62e628be8c6203601e1bf73648be443316e", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35835, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with only two plausible duplicate pairs: a Qwen2.5-VL video-position regression and a SigLIP2 implementation discrepancy. The remaining soft pairs look like distinct bugs or changes across different models/code paths.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; most items are model-specific and unrelated. If an umbrella issue is needed, the broad open tokenizer regression (issue:45920) is the best general representative, but it does not match the soft pairs directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest open regression here and would be the best umbrella issue if one had to anchor the cluster, though it is not a duplicate of the soft-pair candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: Qwen3OmniMoe video-processing ValueError vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different components and symptoms: BEiT image label reduction vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL video/position-id regression; one is an isolated reproduction of the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 problem: HF implementation diverges from JAX and yields nonsensical outputs for the same model family." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different load paths: init_empty_weights/_is_hf_initialized TypeError vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer regressions: num_input_tokens_seen tracking vs CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE, but they are different model-specific bugs with different mechanics and fixes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config issues: GPTNeoX rotary_pct reload regression vs rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs in different code paths; no shared concrete underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal failures, but they involve different models and failure modes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/torchvision backend dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: Qwen3.5 save_pretrained visual-key issue vs broad AutoTokenizer wrong-token-id bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different root causes: key error for MobileLLM vs missing Float8 storage object." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model loading, but the described failures and likely code paths are not the same." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated maintenance issues: PEFT version pin vs stale auto_mappings references." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is generic trust_remote_code loading and the other is a specific strict-config field drop." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config propagation bugs on different models; not the same underlying issue." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different domains entirely: DeepSpeed training weight-shape error vs LayoutLMv3 box-info error messaging." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model/backend regressions: BitNet packed-weight loading vs Perceiver interpolation failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Different problems: Qwen2.5-VL video-position reproduction vs Gemma tokenizer roundtrip failure on a specific token." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer.train()/evaluate() interaction failure are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different code paths: chat-template batching crash vs video position-id bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausibly same-bug matches based on the titles, and the remaining pairs are mostly rejected with cautious reasoning rather than overclaiming duplicates. No pull-request mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:43452|issue:43577", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:28282|issue:32090", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:28282|issue:33357", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43531|issue:43742", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:43688|issue:45440" + ], + "prepared_review_unit_hash": "a420bdeee0a25c8dcab024a2287a5ca16d9516a45f50ad2cc8f1eeaf4c5ba1c2", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "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 (tokenization, model loading, training, serialization, and backend/env issues). I don\u2019t see any true duplicate pairs; the soft edges are only superficial topic similarity.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43452 is the closest thing to a cluster anchor because several nearby items are tokenizer/AutoTokenizer/from_pretrained loading regressions, and it has a concrete, actionable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is also the strongest standalone issue in this set: specific reproduction surface, clear user impact, and a well-defined code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different failures: gguf/AutoTokenizer loading vs Blip2 dtype propagation; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both involve weights/state handling, but one is a position-id key warning and the other is post-save quantization breakage; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization by device and the other is a broader translation-model v5 issue; not enough to merge as one bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file breakage and the other is offline Mistral regex/model_info behavior; distinct regressions." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but with different platforms and libraries; not the same underlying defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Completely different model/domain issues: DAC latent conversion vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 PLE device-mapping mismatch; different subsystems and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Both concern training/vision-ish use cases, but void segmentation processing and Qwen2-VL multi-GPU training are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is a processor/tokenizer API break and the other is Kimi-K2.5 codec handling; not the same code-path problem." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated loading/saving concerns." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs Trainer GPU broadcast NoneType error; different causes and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but special-token registration and MLuke task AttributeError are different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLuke task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Backend initialization errors, but TensorBoard-without-TensorFlow and tensorflow_text backend mapping are separate problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit chat/template processing, but batched padding=False failure and tool-call/no-content crash are distinct edge cases." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch vs MacOS bus error with community CLIP; unrelated failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency and Qwen3 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities vs processor/tokenizer regression; no shared concrete code path." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Dependency import failure vs post_init tied-embedding reinitialization; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both mention runtime failures, but A800 cudaErrorAssert and the isolated reproduction of a previous issue are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration bug vs add_special_tokens not adding BOS/EOS; tokenizer-related but different behaviors and models." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype handling and RTDetrV2 output divergence are unrelated model-specific regressions." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline/Mistral regex and the other is EMBEDDIA/est-roberta loading; different concrete issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs MacOS bus error with CLIP; only broad tokenizer theme overlaps." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models vs T5 apex RMSNorm memory leak; different model families and fixes." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window recurrence and MobileLLM key error are unrelated model-loading/runtime bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in v5 vs FSDP CPU RAM efficient loading regression; different affected paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token IDs/special tokens, but BigBird decode emptiness and DiaConfig save/load token-ID loss are different defects." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization vs generic tokenization changes; no shared concrete bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepseekV3MoE divergence are different MoE issues with different symptoms and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:44849|issue:46209", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44849|issue:45357" + ], + "prepared_review_unit_hash": "6cd7b6826a5ce2bd4dc80a4a0e92fa5853128524fe0b9c02c329714a9c6eadfc", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37937, + "estimated_input_tokens": 9485, + "estimated_eval_tokens": 19226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across tokenizers, trainers, vision/audio processors, config serialization, device mapping, and model-specific regressions. No soft pair looks like the same underlying defect or a mergeable duplicate PR-equivalent change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the items are a broad grab-bag of unrelated bugs (tokenization, training, loading, device mapping, serialization, vision/audio, etc.), so there is no single duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate: none of the issues subsumes the others, and the cluster is too mixed to collapse around one representative bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation, but one is chunked generation with compiled forward and the other is a flash-attention regression in Qwen3.5; different code paths and failures." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a config save/load regression losing custom token IDs. Same broad area, different bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches, while the other is classification head NaNs after checkout/init." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 config; unrelated symptoms and components." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile SDPA failure vs MLukeTokenizer AttributeError on tasks; different models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert is a device-placement bug, not the same as chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology and model behavior." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is breakage from removing is_torch_fx_available. Related context, but not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype staying float32 vs flash_attention crash on s_aux=None; unrelated subsystems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError with NoneType vs TrainerState.num_input_tokens_seen not updating; distinct trainer issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype handling on BLIP2 vs MPS attention correctness when value head dim differs from query; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-load legacy field bug vs Bamba torch.compile SDPA failure; both model-related, but not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy preset field issue in Beit and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading preset failure vs OmDet-Turbo processor producing 640px inputs instead of 224px; different layers of the stack." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of lm_head.weight varying by device vs quantized-sinq save_pretrained/from_pretrained breakage; both persistence issues, but different mechanics." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training on Qwen2-VL vs GenerationMixin import error; unrelated failures." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading facebook/MobileLLM-125M key error vs AutoImageProcessor URL loading; both load failures, but different artifacts and causes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with auto device_map vs quantized-sinq persistence failure; not the same underlying issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed weights not unpacked during accelerate loading vs DiaConfig losing custom token IDs on save/load; both are load-time regressions, but unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template defaulting to 16kHz vs processor.tokenizer / image-tokenizer regression in custom model code; different processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs config save/load token ID loss in DiaConfig; unrelated defects." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks AutoTokenizer/AutoModelForCausalLM loading, while the other is a specific ScandiBERT load failure; too generic to be the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs FP8 inference failure on B200; different model behavior and runtime path." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline vs return_tensors being ignored when text_kwargs is passed; different API layers." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch between train/eval vs auxiliary loss normalization bug in OLMoE/GPT Oss; not the same failure." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token fields after v5-era changes, but one is Llama4Config.pad_token_id and the other is StableLmConfig.pad_token_idx; similar class, different bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss unexpected num_items_in_batch; unrelated training issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerated-loading bug vs MLukeTokenizer AttributeError on tasks; different code paths and models." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 dropping RoPE layers at construction vs GPTNeoXConfig rotary_pct resetting on reload; both touch rotary settings, but one is model architecture and the other is config persistence." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs NaNs in classification heads after checkout/init; different symptoms and likely causes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space-after-added-token bug vs MacOS bus error with pretrained CLIP; completely different failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy vs pipeline error message wrongly implying translation support; no shared underlying code defect." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states bug vs incorrect visual encoder keys in save_pretrained; both Qwen3.5-related but 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": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:43334|issue:45759", + "issue:43756|issue:45083", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "365272159f638b2d92a583c5a76432192e1824d7fe4ffe8a266a63451a5bc003", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad subsystem or model-family vocabulary, but they describe different concrete failures. I found no duplicate-worthy pair to accept.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must represent the set, issue 45812 is the broadest and clearest regression report (silent v4\u2192v5 tokenizer breakage across Granite models); most other issues are narrower, model-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest overall issue candidate because it has a precise, user-visible regression, broad applicability, and a clean problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin problem; different symptoms and fix surface." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch with quantization failure and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (missing BOS/EOS vs wrong token IDs)." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation are different code paths and failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids handling is unrelated to multi-GPU inference OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-loading failure for cjvt/sleng-bert is unrelated to offline-mode model_info() calls in AutoTokenizer." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient growth are different bugs with different symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing config attributes after v5 changes, but they are for different models and different fields." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A dtype shift in embedding layers is not the same as abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example errors do not match the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal/Qwen config loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config in from_config." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization differences are distinct v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL export and Float8 storage lookup are separate import/runtime failures." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE-related, but one is about accelerate+deepspeed weight conversion and the other about model loading in dev; not the same bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during inference is not the same as a PLE device mismatch under device_map=auto." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model and Qwen2-VL multi-GPU training are unrelated failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token IDs being lost on save/load is a different issue from MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy field blocking Beit loading is unrelated to a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import metadata on Python 3.13 are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the unexpected _is_hf_initialized argument during init_empty_weights." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated generation bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading failure and BigBirdTokenizer special-token registration are different subsystems and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to a stale GraniteSpeech CI test." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to an unreleased PEFT minimum version bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a dependency version pin issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference mismatch and position-id key warnings are different model behaviors with different root causes." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are different code paths in serving." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and post-save sinq quantized model breakage overlap only loosely; the underlying failure modes are not clearly the same." + } + ] + }, + "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": 17, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:45406|issue:46121", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:44521|issue:45290", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:43493|issue:43701", + "issue:45381|issue:46209", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "0e83182916a1f744b0a23067b80e8ed209979ce0519901faab54be981603413c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "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 that only look similar at a high level (tokenizer, processor, multimodal, attention, loading). None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43295 is the best single representative because it is a clear, user-facing regression in the shared processor/tokenizer path and affects downstream custom code broadly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the strongest standalone issue in the set: it is concrete, regression-framed, and centrally about a core API break rather than a niche edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Different failures: Flash Attention 2 CI instability vs MLflow not being marked failed after a training job crash." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention import/attribute crash; the other is quantized model save/load corruption. Different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss CUDA OOM during inference." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-validation JSON list type handling." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient amplification and Phi-4 multimodal loading regression are different problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug is not the same as TrainerState token-count tracking not updating." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates are a different bug from crashing on tool-call assistant messages." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness differs from a PyTorch version-gating/import bug for AuxRequest." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation failure is not the same as a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing ValueError is different from Gemma4 mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a token-type default issue and the other is a device-map forward mismatch; not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bf16 dtype mismatch in inference and save_pretrained/tokenization failure affect different paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_attention utility import and meta-device loading breakage are distinct loading regressions." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg sync behavior is unrelated to the Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and checkpoint resume key mismatch are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and return_tensors being ignored are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug do not share the same failing code path." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading the physical-intelligence/fast model on transformers>=5.1.0." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are different subsystems and failures." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL still-image temporal position scaling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading not working as expected." + } + ] + }, + "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": 17, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:43450|issue:43575", + "issue:41720|issue:46209", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:44561|issue:46234", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43262|issue:43450", + "issue:44206|issue:45584", + "issue:45520|issue:46170", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "c09dcca9077f09b27bf6cf398a82203d93a14b89cf108d6b15f337e5c924903b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36904, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by broad subsystem or similar error shape. The only clear duplicate-style match is the SigLIP2 implementation mismatch cluster.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43493 is the best canonical issue: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy broadly, while 38175 reads as one symptom of that same problem (unexpected zero probabilities).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the strongest representative of the duplicate cluster because it captures the root cause more generally than the symptom-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different model paths." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both involve import-utils/backend lookup failures, but they target unrelated backends and different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA on Bamba vs gradient blow-up under ZeRO-3." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different components entirely: Perceiver image resolution handling vs RT-DETR memory cleanup." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different model configs; not enough evidence they are one underlying fix." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs tensor-parallel OOM are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware-specific inference failures on different models." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale paging warning are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class vs a detokenization regression; no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different models and failures: FP8Config issue vs missing import symbol." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metrics gathering and the other is image-processor label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path loading warning is unrelated to SigLIP2 implementation mismatch." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinit bug are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype change is unrelated to MoE memory usage." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "ImageProcessor label reduction bug vs text_kwargs/return_tensors handling are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token bug vs GraniteSpeech CI test staleness are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 discrepancy cluster; 38175 is a specific symptom of the broader implementation mismatch described in 43493." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/load failures for different audio models." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression is unrelated to flash_attn import-backend lookup." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing utility functions, but they affect different removed/absent helpers and different remote-code paths." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a batching crash and the other is an assistant-mask generation bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output discrepancy is unrelated to RT-DETR memory release." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs video batching shape bug are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Import-utils flash_attn key error and Windows ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch vs GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch vs float16 AMP crash are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different pipeline deprecations and behaviors." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model internals: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (38175 \u2194 43493) is a conservative match supported by the issue titles: a symptom-level SigLIP2 zero-probabilities report versus the broader HF-vs-JAX discrepancy report. The remaining rejections stay 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": 17, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:37428|issue:44351", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "b69db232f665b4c1c2a1027e0c8e102b4f82d70e5655618dbed2d3f85ecd1b0f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37858, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related and should stay separate. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45310 is the better canonical for the exact duplicate pair with 45478: same title, same affected version (`transformers>=5.4.0`), and the same concrete `Qwen3.5 Moe from_pretrained` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone representative of the cluster overall: it describes a broad v5 tokenizer regression affecting multiple model families and has higher impact than the narrow single-model reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Both are model/config bugs, but they concern different code paths: sparse layer construction vs `torch.compile` with SDPA." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a missing flash-attention helper is unrelated to Torch 2.10 compatibility." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different failures in different detection models: AMP crash vs auxiliary-loss logic." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to the Qwen3 Omni helper output-length behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different issues and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are both regressions, but not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call handling is unrelated to Qwen2.5-VL video `vision_position_ids`." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limits are different problems." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash-attention `s_aux=None` crashes do not share the same failing path." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in an extractor is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "`base_model_prefix` loading failures and Qwen3-VL weight-shape mismatches are different model-loading bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different breakages." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A `torch.compile`/SDPA model failure is unrelated to a stale CI device-override test." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to the helper-function behavior in qwen3_omni_moe." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch and unexpected position-id keys are different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Creating a sparse layer when `num_sparse_encoder_layers=0` is not the same as loading a pretrained preset with a legacy field." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention `s_aux=None` handling and Qwen3_5MoE rotary embedding CPU-offload incompatibility are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "A LayoutLMv3 error-message clarity issue is not the same as a trainer broadcast TypeError." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task warning." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf and a missing import-utils symbol are different import/tokenizer issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse layer creation and output-length helper behavior are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example failures are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch is not the same as position-id key issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate: same title, same version, and the same concrete Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a stale CI device-override test are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and DeepSeek tokenizer regressions are separate model/tokenizer bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config behavior and GraniteSpeech CI device-override failure do not match." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer creation and dtype mismatches in bfloat16 inference are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path trailing-slash import warning is unrelated to GLM-4.7-Flash test loading failures." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark and float16 AMP crash in LwDetr are different runtime bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Broad AutoTokenizer ID regression and `return_tensors` being ignored when `text_kwargs` is passed are different API regressions." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resizing are different model-loading behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The chosen representative issue (45920) is clearly the broadest v5 tokenizer regression in the set, and the canonical issue (45310) matches 45478 on title/version/failure mode. The soft-edge verdicts are conservative and do not overclaim duplicates where the titles indicate different subsystems or failure paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43723", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:43723|issue:44554", + "issue:43873|issue:45229", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:41720|issue:45229", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "65376efe98f20b6f88a94d953810b6a468c5ca5e4f68a9a10367cd1a15576f71", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of many unrelated Transformers issues. None of the soft pairs look like true duplicates; they mostly share a subsystem or model family but have different concrete failure modes.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs. If one representative must be chosen, issue 45229 has the strongest engagement, but it is not a true umbrella for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the most visible/active item in the set, but only as a cluster representative; its OOM report is not a close match to the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely different code paths: zero probabilities in SigLIP2 vs unexpected position-id keys in many models." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated bugs: a DSA indexer activation issue vs v5 removing a helper needed by trust_remote_code models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/runtime failures, but one is AMP/CUDA loss crashing and the other is dtype mismatches under bfloat16." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation corruption and multi-GPU CUDA OOM are different concrete problems." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local PEFT checkpoint loading failure is unrelated to FP8 inference failing on B200 hardware." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: pegasus output drift across versions vs Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "One is a multimodal iterable-dataset training failure; the other is a Beit processor label-reduction bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer broadcast type errors are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch does not match a feature-length helper bug in qwen3_omni_moe." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention test failures and token-embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as a MacOS bus error in a CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is a different bug from the qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading breakage in v5 and an MPS attention correctness issue are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU OOM are related only at a high level, not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash path warning/loading issue is unrelated to tensor-parallel OOM on a large Qwen model." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load, but one loses custom token IDs and the other loads the wrong custom module; different root causes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different model/framework failures: German DistilBertModel issue vs torch.jit GeneratorExp export support." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert on device-mapped Qwen3 is not the same as CUDA OOM during Gemma4 multi-GPU inference." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention import symbol and a model load failure on transformers>=5.1.0 are different breakages." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed utility breaking trust_remote_code and DeepSeek tokenizer output regressions are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation corruption under flash-attention and a stale warning for num_return_sequences are not the same problem." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention-related failures: loss crash with AMP/CUDA vs AttributeError on sink-less models." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings on GPU are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash have different failure points and code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guards/erfinv support is unrelated to a runtime flash_attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare except swallowing interrupts in Fuyu are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change and gradient checkpointing being disallowed in eval mode are not duplicates." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Sink-less flash_attention crash and Gemma4 PLE device mismatch are different inference bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a dependency import error and the other is a missing _tokenizer attribute in serve." + } + ] + }, + "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": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:32090|issue:33290", + "issue:33357|issue:39692", + "issue:42490|issue:43873", + "issue:45372|issue:45459", + "issue:29127|issue:34567", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:44610|issue:45412" + ], + "prepared_review_unit_hash": "422033aff13d08c7fa8da7cb5f39a8c7aa7560f094e829f094092cd73be33083", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36414, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated bug reports across many subsystems; the soft-similarity pairs do not describe the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python 3.9+/3.10 compatibility regression vs DeepSeekV3 model divergence." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different failures: generation output mismatch for Pegasus vs inconsistent lm_head serialization tied to device." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state/cache reset bug; unrelated code paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting issue and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit vs stale paged-generate warning; not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor unsupported arg crash vs video-input regression in Qwen VL models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d issue is unrelated to SigLIP2 model/pipeline output corruption." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception masking vs leftover dummy classes leaking into repo APIs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer placeholder issue vs RT-DETR memory leak; different components and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope-validation list type handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error vs DeepSpeed Adafactor OOM; different root causes." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error vs SigLIP2 documentation example errors; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path trailing-slash import warning vs quantization offloading malfunction." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import dependency issue vs protobuf-masked tokenizer errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging issue vs TrainerState token counter not updating." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation-map processing failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe vs quantized model saving failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference correctness bug vs RT-DETR GC/memory retention bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/exportability bug vs Wav2Vec2 save/tokenization bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval vs tensor-parallel OOM while loading a large model." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type regression vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer count discrepancy in Smollm3 vs DeepSeekV3 implementation mismatch." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug vs NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs checkpoint key mismatch on resume." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue vs AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch vs RT-DETR memory-release issue; 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": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46234" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:45440|issue:45593", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43526|issue:44186", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:45103|issue:45372", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:43334|issue:43531", + "issue:43526|issue:44857", + "issue:42915|issue:43931", + "issue:42490|issue:43381", + "issue:44977|issue:45245", + "issue:43575|issue:44387", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:42175|issue:46234", + "issue:44062|issue:45907", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "caa38acfc5d6fb28c5464dda9d9d89bbbc4427a700382793ef6e125fbe107244", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + 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None of the soft pairs look like the same underlying bug or change, so no duplicate merges should be accepted.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45584 is the clearest concrete, user-facing regression in the set, with a precise failure mode and multiple inbound references, making it a reasonable representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45584 is the most actionable and well-scoped issue here: it describes a specific Whisper generation failure after align_special_tokens, rather than a broad or vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different failure classes: a specific Qwen2.5-VL import error versus a vague dependency complaint; no shared code path is evident." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are unrelated bugs in different models and layers." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are separate regressions with different symptoms and likely fixes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE output divergence and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error do not share the same underlying cause." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3.5 rotary embedding CPU-offload incompatibility are distinct code paths." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve vision/tokenization preprocessing, but they are different bugs in different processors/tokenizers and not one concrete defect." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated model/config bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 boxes is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and mistral_common ReasoningEffort import break are different subsystems and failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch inference bug are not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated training/runtime problems." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are distinct model/config issues." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT preprocessing label reduction and LwDetrImageLoss AMP crash are separate bugs in different components." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-specific loading issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated behaviors." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and the 2^24 categories limit are unrelated issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth; not the same defect." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different numerical/attention bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LASR feature extractor unsupported argument crash are separate audio preprocessing problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens handling are unrelated API behaviors." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0.0 custom model initialization break and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage and flash_attention s_aux=None crash are separate code paths with no clear overlap." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in a pip extra and a missing import_utils symbol are unrelated packaging/API issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are different library bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model-loading break 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": 17, + "review_unit_index": 29, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44442", + "issue:44479", + "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:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:33290|issue:35141", + "issue:43761|issue:44079", + "issue:33290|issue:34567", + "issue:45003|issue:45440", + "issue:43381|issue:43873", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43720|issue:44442", + "issue:34689|issue:43611", + "issue:44442|issue:45803", + "issue:44077|issue:44479", + "issue:44987|issue:46178", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:33290|issue:36331", + "issue:43316|issue:45759", + "issue:45290|issue:46209", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44855|issue:45137", + "issue:43650|issue:46202" + ], + "prepared_review_unit_hash": "c9b61cb43f5484ba7ccf0059cfd726415f0f78d1291146b1bf7aa204ac9057a7", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35978, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports/regressions across different subsystems, so I rejected every soft duplicate candidate. No PRs are present, and there is no clear single canonical issue for the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the soft-pair candidates do not describe the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for de-duplication; the reports cover distinct failures in different code paths, so none stands out as a canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure modes: tokenizer loading vs image classification at non-default resolution." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both touch output handling, but one is a CLIPVisionModel regression and the other is a generic ModelOutput key assignment bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Training OOM and TrainerState token counter not updating are unrelated bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different code paths and different failures." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading failure and zero-loss sequence-classification bug are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API mismatches, but they concern different fields, models, and concrete failures." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local model loading warning is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric gathering dropping tuple labels are separate issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states output bug is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models and chat-template tool-call crash are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different releases and different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and Fuyu tensor conversion error handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init handling in PatchTSMixer has no overlap with the Qwen VL video regression." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for one checkpoint is unrelated to BACKENDS_MAPPING missing tensorflow_text." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch loading for Qwen3-VL is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading breakage and GenerationMixin import failure are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor and CustomTrainer.compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same bug as AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template tool-call crash and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior does not match the Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure and wrong custom module loading after save_pretrained are related only at a very broad save/load level, not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reset on reload are different config-preservation bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue text and Gemma pipeline roundtrip failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45803", + "issue:46050", + "issue:46170" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43065|issue:44617", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43295|issue:44871", + "issue:43673|issue:44743", + "issue:43761|issue:44479", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:32090|issue:35141" + ], + "prepared_review_unit_hash": "4eb5149dccd42a801ed8721d5f5c8c77ecfd04803726c863ad8eacd24e1fff12", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35139, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of unrelated Transformers issues spanning model loading, generation, pipelines, configs, and version regressions. None of the soft pairs appear to be the same underlying bug or change, so I would keep them separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest representative item: a top-level Transformers v5 custom-model-initialization regression. It is more general than the other issues, which are narrower and model- or API-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue representative because it describes a broad, foundational regression in model initialization and is the most umbrella-like problem in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failure modes and code paths: local dataset loading in an example script vs config/model-type resolution for an unrecognized model." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same general SAM3 area, but one is about a dummy Conv2d in a decoder while the other is CUDA OOM in video inference; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated: pipeline top_k output nesting vs missing PyTorch dependency for AutoModel import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is processor/tokenizer behavior and the other is an incorrect pipeline error message; different concrete issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: a script/runtime failure in 3d_parallel.py vs memory exhaustion when tensor-parallel loading a specific Qwen model." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different Qwen multimodal paths and symptoms: video input processing error vs batched chat-template padding crash." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is not the same as a dtype mismatch in Mistral-3 image preprocessing." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is a model-config restriction on optional post_init; the other is a buffer initialization regression. Different code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token/eos handling, but they affect different models and distinct generation failures; not the same underlying bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a janus test failure for image generation." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict config loading for granite_speech are different configuration issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large Qwen model with tensor parallelism is unrelated to a key error loading MobileLLM." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related Mistral-family models, but different failures: untied lm_head weights vs FlashAttention runtime failure." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu batch conversion is unrelated to Windows/ROCm distributed import issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both touch v5/regression-ish behavior, but one is processor/tokenizer API breakage and the other is eos_token_id inconsistency." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but one is a GenerationMixin cache missing issue and the other is recurrent states resetting in a modular Qwen file; different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different multimodal regression paths: CLIPVisionModel hidden_states output vs video-input handling in Qwen VL models." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection is unrelated to a missing fpn_position_embeddings attribute in SAM3 video." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/evaluation bugs: gather_for_metrics truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom model initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Model/tokenizer loading with gguf_file is different from failing to load an unrecognized model due to missing model_type." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/generation bugs: eos_token_id mismatch vs quantized model save/load breakage." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 missing mm_token_type_ids defaults." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize when tie_word_embedding is False." + } + ] + }, + "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": 17, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44464|issue:45563", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:35141|issue:42490", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:44077|issue:44877", + "issue:45632|issue:46234", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "cb0b80c7d924bacc882ea52560443a7defb3d7dd85ff28e564128a1d8b11102c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: none of the soft pairs look like the same underlying bug or change, so I would not collapse any of them as duplicates. The strongest standalone issue is the open, highly discussed custom-module loading bug, but it does not subsume the others.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate emerges here; the proposed pairs span unrelated failure modes, configs, docs, loaders, and runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most active and actionable standalone report (open, high discussion, concrete repro), so it is the best general issue to anchor triage, though it is not a duplicate hub for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different config/backend problems: StableLm pad_token_idx regression vs missing tensorflow_text backend registration." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy config field loading failure is not the same bug as wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect transformers serve, but one is KV-cache indexing and the other is a missing processor attribute; different root causes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning about num_return_sequences is unrelated to Whisper\u2019s empty-output crash." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are separate model behaviors." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image generation test is not the same bug as Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL is a different problem from an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in an example script is unrelated to loading a multimodal model with latest transformers." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus image-generation test failure is not the same as broken auto_mappings references for removed configs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing/import error is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same bug as siglip2 producing bad outputs under AutoModel/pipeline." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for Qwen2.5-VL video input are different multimodal bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize has nothing to do with path-with-trailing-slash import warnings." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo\u2019s processor/model input-size mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Swallowing KeyboardInterrupt in tensor conversion is a different bug from StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import and Qwen3.5 chat generation crash are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Wrong sparse-layer construction in SwitchTransformersConfig is unrelated to the DebertaV2Model import parsing error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to rotary_pct reverting on config reload." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init in patchtsmixer and strict config blocking granite_speech loading are not the same issue." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Remote-code cache path collision is unrelated to a missing falcon_mamba_ssm availability helper." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the image-classification script." + } + ] + }, + "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": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:46082|issue:46121", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:43650|issue:44220", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "issue:44016|issue:44220", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44734|issue:45632" + ], + "prepared_review_unit_hash": "1b7dbfa36dc879081ed7f40465474a9aab19fb1d79a3d50419565f6901fc5990", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it contains several import/export regressions, a few multimodal/config bugs, some CI/test failures, and a number of unrelated model-specific issues. None of the soft-edge pairs look like the same underlying bug strongly enough to merge.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 41628 is the broadest, clearest user-facing regression in the set (a top-level import failure) and is the closest match to the other import/name-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Only a weak global representative: the cluster is too mixed for a strong canonical issue, but 41628 is the least bad anchor because it reflects the common import/export failure mode seen in a few nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different failure classes: Python/version incompatibility versus a JIT parsing/IndentationError in a specific model file." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are video/serving-related, but one is a preprocessing ValueError and the other is a KV-cache indexing crash in serve." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is LoRA/tie_word_embeddings collapse and the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repo/file resolution, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files missing revision forwarding." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers sparse-layer config creation versus a local-dataset loading issue in an image-classification script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different scopes: CI test flakiness from stale device override versus auto_mappings referencing removed configs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Both touch runtime behavior, but one is an XLNet device-placement inefficiency and the other is an exception-handling bug in Fuyu tensor conversion." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are validation-edge cases, but one is Llama head_dim config rejection and the other is rope-parameter list handling." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both mention example/script workflows, but one is empty multi-label outputs and the other is local dataset loading failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different multimodal problems: gemma4 embedding resize propagation versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both concern environment/backend support, but one is Python 3.14 loading and the other is TensorBoard installed without TensorFlow." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve save/resizing semantics, but one is a regression in processor/tokenizer handling and the other is gemma4 embedding propagation." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different missing/defaulted fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different code paths; not the same underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No real overlap: category-count runtime error versus Whisper generation failure." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/backend complaint versus a specific TensorFlow-backend omission in a torch-only install path." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is slow import performance and the other is unsafe sys.modules access." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The titles are too generic to imply the same bug, and the reported symptoms are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different tokenizer/model bugs: NER padding crash versus serve KV-cache continuation indexing crash." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Both are pipeline/notebook issues, but one is video-classification image-processor lookup and the other is a notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportError reports, but they target different missing names in different modules." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same broad flex_attention area, but one is a torch>=2.9 failure and the other is a version-check bug for AuxRequest import." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/Mistral-family save or weight handling, but they describe different model bugs and different symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model behavior: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is an unrecognized model/config mismatch." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax failure versus audio feature extraction issue; not the same code path." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness and a model-load regression are not the same underlying problem." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure versus CI break from stale auto_mappings references; different root causes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model-load failures for different models and different config paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash versus trust_remote_code cache-path collision; different subsystems and failure modes." + } + ] + }, + "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": 17, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:38175", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43335|issue:45593", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44075|issue:44368", + "issue:43824|issue:44933", + "issue:43381|issue:45593", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43479|issue:43525", + "issue:38175|issue:44617", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:41950|issue:45823" + ], + "prepared_review_unit_hash": "7a991e4680696329774ed8170569be1df7f4d908f51857687de3bf1d61be0ef2", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly heterogeneous Transformers issues across unrelated models/features. I found no soft pair that clearly describes the same underlying bug or change, so all duplicate candidates are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest, most representative user-facing regression in the set ('Recent transformers versions break models using `remote_code`') and has the strongest cross-model relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best anchor for this cluster because it is the most general and centrally worded failure mode; the rest of the items are mostly model-specific or orthogonal bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about a removed utility and the other about cache-path collisions; different bugs and fixes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "One is a broad Python-version compatibility regression, the other is a specific model-loading failure; not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI breakage are unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor.tokenizer/API regression; the other is resize_token_embeddings not updating decoder.embed_tokens. Different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention loading; not the same concrete failure." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label handling and TextClassificationPipeline docs/behavior mismatch are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing imports, but they concern different symbols, subsystems, and failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model config issue and a torchvision dependency regression are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are different model-specific bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling during chunked prefill and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch FlashAttention, but one is a Ministral-3 model failure and the other is an s_aux=None crash in a sink-less path." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument TypeError are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules and for different models/features." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-family regressions, but one is model loading and the other is save_pretrained checkpoint contents; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs/behavior mismatch and model config recognition failure are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text and FP8 inference failure are clearly unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "General version compatibility and a vague dependency issue are not the same concrete problem." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model/config loading problems, but one is an unrecognized config and the other is composite multimodal unwrapping logic; different fixes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id are different config bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3Video OOM are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma4 mm_token_type_ids defaults are different model-training bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation and rope index scaling are both multimodal but affect different code paths and outputs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype loading and Qwen3.5 save_pretrained checkpoint keys are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen models and checkpoints, but one is a loading regression and the other is incorrect visual encoder keys when saving; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection and remote_code model breakage are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device 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": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45276", + "issue:45278", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "2f88bba67f75d4aa7bdac823ad3f98738c7dc64eee0010ed306fa17462184ddf", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36532, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficially similar but describe different bugs, regressions, or code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear duplicate hub for this set; the cluster is heterogeneous. If a representative must be chosen, issue 45812 is the strongest canonical-style report because it is a broad, well-documented tokenizer regression with clear impact and repro details.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall representative of the group: it is specific enough to be actionable, has broad user impact, and is described more clearly than the more vague or niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: a generic dependency issue versus an unreleased minimum PEFT version bump." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer API regression; the other is a Deepseek tokenizer output bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/example behavior, but they concern different APIs and failure modes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing symbol import is not the same as a broad collection of import errors after upgrade." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely unrelated subsystems: flex_attention compilation versus TensorFlow backend installation." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and PEFT version pinning are separate dependency issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different underlying causes." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No shared bug: one is a vague request, the other is an AttentionInterface behavior change." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is repository loading behavior and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape handling is unrelated to dependency/version problems." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Saving tokenizer metadata and ignoring tokenizer.json on load are opposite-direction, distinct bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash and repo file listing revision forwarding are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different model serialization/resizing bugs affecting different components." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific runtime failures with no shared concrete code path." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo-maintenance issues, but they are different cleanup problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model offload loading are distinct failure modes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma-4 zero3 loading are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "These are separate regressions: processor save/pretrained behavior versus slower filtering in v5." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in DeepSpeed is not the same as optimizer.step being called twice." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are unrelated model bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and different numerical/shape issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error versus Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError and D-FINE loss computation are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are separate model-specific regressions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading and ESM2 breakage are different issues with no shared concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention model failure and compiled flex_attention torch-version failure are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission and Python version incompatibility are distinct dependency 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": 17, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43262|issue:44521", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:43450|issue:44617", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:41950|issue:44220", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "d91842ceaec0e7fe0aa8bc463619bc7d3eb35808dab4ee16da6956ca1168fb83", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated import errors, model-loading regressions, pipeline bugs, and a few docs/perf issues. All soft-edge candidates look like false positives rather than the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue cleanly fits the cluster; the items span multiple unrelated failure modes and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the broadest generic import-error report in the set, but it only covers one small subgroup and is not a good umbrella for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Different bugs: one is a default sampling-rate mismatch in audio chat templates, the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs wording for `return_all_scores` is unrelated to a model/pipeline correctness issue on SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different code paths: generation cache missing in v5 vs CLIP vision `hidden_states=None` despite `output_hidden_states=True`." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video tensor shape is unrelated to a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing export for a Qwen2.5-VL class; the other is a Python version compatibility problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to gemma-4 zero3 loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import failure from missing `nn` is unrelated to the tensorboard-without-TF backend error." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing `pad_token_id` on Llama4Config is not the same as a GLM-4V-9B loading failure." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs behavior mismatch and import slowness are different problem types." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a specific missing attribute while the other is `trust_remote_code` dropping fields on return." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI codes leaking from loading-report output." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` export and Python 3.9+ incompatibility are different root causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting is unrelated to a wrong docstring for `position_ids`." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generation." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA checkpoint compatibility across versions while the other is a model-loading regression; not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "`position_ids` buffer access and gemma-4 zero3 loading are different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency in `transformers` and an unrecognized model/config issue are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss behavior are separate training-loss bugs." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is not the same as Qwen3.5 chat crashing." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification using image processors is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe `sys.modules` access are different areas of the codebase." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior changes are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos-token configuration mismatch are not the same issue." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor export and missing `is_offline_mode` export are different import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different modules; no shared root cause is shown." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module lookup and xdist file-race behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and `resize_token_embeddings` not affecting output embeddings are different model behaviors." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor export is unrelated to the deepspeed Zero3/BertModel index error." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering `position_ids` as a buffer and a transformer throughput regression after upgrade are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44336", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43673|issue:44561", + "issue:44242|issue:44857", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45987|issue:46082", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:44483|issue:46202", + "issue:45137|issue:45600" + ], + "prepared_review_unit_hash": "8cd18657cd7ad1df0d529be9a93f2c720f71264b0dfe06f0a55e01c7e4eae2ef", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34750, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated issues across tokenization, generation, config loading, deepspeed, multimodal models, and docs. I don\u2019t see any safe duplicate merges among the soft-similarity pairs.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to pick one anchor, issue 44479 is the broadest concrete bug report in the set: a clear regression affecting multiple video-capable Qwen model families with a specific failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative issue because it is user-facing, well-scoped, and broader than the other reports while still describing a concrete code-path regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both mention generation-related failures, but one is a cache/chunked-prefill issue and the other is a removed helper breaking trust_remote_code models; different code paths and fixes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated bugs: router/load-balancing loss handling versus an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is just a generic Flash Attention 2.0 topic. Same buzzwords, not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default behavior are different model families and different failures." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline option versus unsafe sys.modules access in modeling_utils; no shared underlying defect." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is distinct from the sys.modules import/access bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate template bug and slow import performance are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak versus MaskGenerationPipeline final-batch result loss; different components and symptoms." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite configs, but one drops a vision config field and the other fails to unwrap text_config in from_config; not the same change." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both touch distributed training, but one is Qwen3 MOE weight conversion with accelerate+deepspeed and the other is a ZeRO3 deque error; different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Token embedding resize propagation is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-handling issues, but they affect different models and different validation/strictness problems." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs sync bug and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are different API concerns." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model load failure on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen families versus Windows/ROCm import failure due to torch.distributed dependency; no shared bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in PixelDecoder and the other is a model-type mismatch warning between sam3_video and sam3_tracker." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video issues, but one is a missing attribute in Sam3VisionEncoderOutput and the other is a Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings/tied weights, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step in deepspeed are separate training/runtime problems." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are entirely different issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and PatchTSMixer post_init policy are unrelated model/config behaviors." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection and Gemma pipeline roundtrip failure are different layers and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error and auto_mappings referencing removed Sam3LiteText configs are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44530", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45230", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:43673|issue:44734", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43673|issue:43827", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:46077|issue:46123", + "issue:42371|issue:45092", + "issue:45406|issue:46202", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525" + ], + "prepared_review_unit_hash": "2f24e1ad11177a694a8771a2ab510f1da252c41b16e579979097b9946d6d8ff3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37157, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy, heterogeneous cluster: there are a few loose Transformer v5 / loading-regression themes, but the soft pairs do not look like true duplicates of the same concrete bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly subsumes the whole cluster; at most issue 43646 is the broadest loose umbrella for the v5 custom-initialization regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest high-level anchor because it describes a broad Transformers 5.0 initialization breakage, but it still does not match the many unrelated issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific warnings: tie_word_embeddings/LoRA vs flash-attention generation behavior." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token decode bug vs ESM2 breakage; different subsystems and failures." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache on second forward pass vs sink-less flash_attention s_aux=None crash." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Config warning about tie_word_embeddings vs stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows ROCm/torch.distributed import dependency; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs LoRA tie_word_embeddings warning; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but chunked_prefill cache missing and serve KV-indexing are different code paths." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache invalid group type vs Windows ROCm import error; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs MaskGenerationPipeline final-partial-batch handling; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer.save_pretrained mismatch vs processor.save_pretrained missing files; different serialization surfaces." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file issue vs deepspeed optimizer stepping twice; unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer/filtering slowdown vs optimizer double-step bug; no shared code path." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs docs still referencing removed pipeline() API; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs tokenizer performance regression; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Chinese slowdown after upgrade; unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash vs Kimi-K2.5 codec regression; different tokenizer paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 custom-init regression vs ESM2-specific breakage; too different to be the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus/update_model_kwargs ordering bug vs chunked_prefill cache missing; different generation issues." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs AttentionInterface.register behavior change; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no shared concrete defect." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision-model bugs: missing encoder output field vs wrong vision_position_ids." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3 vision encoder attribute error vs AutoConfig/trust_remote_code missing fields; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite operations and different bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError vs Sentence Transformers loading hang; different problems." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional-mask bug vs MaskGenerationPipeline partial-batch drop; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings docs/API issue vs InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs Gemma pipeline \u2581 roundtrip failure; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Sam3 vision encoder attribute error vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they fail on different symbols/modules and do not look like the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id; 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": 17, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:42222|issue:45200", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:42898|issue:45812" + ], + "prepared_review_unit_hash": "1be747f1a8124bfffb8db49b5813954b6b1ea82d2e71a274a176c42461447114", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37184, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, but it contains two clear duplicate islands: `42673`/`43704` for the Qwen3ForCausalLM VRAM leak, and `45310`/`45478` for the Qwen3.5 MoE `from_pretrained` error with identical titles. Most other pairs are only loosely related at the subsystem level, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:42673` is a strong canonical issue for the best-described duplicate pair in the cluster (`42673`/`43704`): it is the fuller original report of the Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:42673` is the best global issue anchor because it has the most complete report for a confirmed duplicate pair; `45310` is also a strong duplicate anchor, but for a separate same-title pair rather than the main representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related family, but different bugs: missing config field vs. `from_pretrained` load failure." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: Mistral tokenizer regex crash vs auto-docstring kwargs crash." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broader Qwen3.5 MoE area, but one is a load error and the other is a config-field issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated failures: quantization/offloading behavior vs pipeline-parallel output correctness." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/kernel bugs with no shared concrete failure path." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same concrete VRAM leak bug for Qwen3ForCausalLM in multiple dataloader threads; `43704` duplicates `42673`." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: pipeline-parallel mismatch vs image-specific infinite loop." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and missing `Qwen2_5_VL` import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen models, but the concrete bugs differ: FP8 `save_pretrained` vs MoE `from_pretrained` loading." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 is not the same bug as FP8 MoE saving failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different exports and root causes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE variants, but they describe different concrete bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs handling and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache regression vs attention-kernel branching divergence; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend inclusion issue vs dummy class leakage issue." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Beit label-reduction bug vs xdist file race in testing utils are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model loading/config recognition issue vs test utility race condition." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained preset loading bug vs xdist `captured_info` race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Both are model behavior bugs, but one is padding-mask mismatch and the other is router-loss omission." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to missing `image_utils` import." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and code paths." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hang and embedding resize reinit are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 `mm_token_type_ids` defaulting are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing `image_utils` import are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype shift is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization bug vs `ModelOutput` key assignment bug are different." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different models and code paths: multimodal config init vs Whisper timestamp decode crash." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor `save_pretrained` missing files is not the same bug as Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failure and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-spacing behavior and the other is wrong token IDs for Granite models." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates uniqueness. The packet contains another strong duplicate pair with identical titles, issue:45310 and issue:45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so it is not grounded to say the only clear duplicate pair is 42673/43704. The conservative soft-edge judgment on 42673/43704 looks fine, but the canonical/best-issue summary needs revision to account for the 45310/45478 duplicate pair as well." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44190|issue:46082", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43122|issue:46209", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:45245|issue:46132", + "issue:28282|issue:30333", + "issue:22355|issue:28282", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:44263|issue:45092" + ], + "prepared_review_unit_hash": "ce29eab8200556b9ad7fab6cfd53585bc77d9087b36b64b3bd5384c275bb1b26", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36998, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with many unrelated import/config/training regressions. The only loose subgroup is tokenizer/v5 behavior changes, but the soft pairs still point to distinct failures rather than the same underlying bug or change.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and best matches the repeated v5 tokenization-related soft-similarity candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most representative issue in this set: it describes a general tokenization regression from 4.57.3 to 5.0 and sits closest to several nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different code paths: sentence-transformers import NameError vs missing Qwen2_5_VL class." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is loading via AutoTokenizer in v5 and the other is add_special_tokens/BOS-EOS behavior; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces semantics and the other is Deepseek-specific incorrect tokenization." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models/codec handling; no evidence of one shared root cause." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures: missing image-patch method vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Completely different areas: serving KV-cache continuation crash vs auto-docstring annotation handling." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args not used is unrelated to a docstring/parameter-name typo." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error and double optimizer step under deepspeed are different runtime issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both Qwen3-family, but one is a tied-weights warning bug and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output changes, but the specific failure modes are different and no shared code-path is shown." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump issue and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "One is FP8 model save_pretrained behavior; the other is tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/cleanup problems: image_utils export issue vs leftover dummy PT classes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different configuration/init bugs: None defaults for Phi4MultimodalConfig vs non-persistent buffer junk in v5." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both save_pretrained-related, but model FP8 persistence and processor file export are different components." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training and Llama model-loading regression are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor save_pretrained missing files are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job MLflow reporting and CustomTrainer compute_loss signature breakage are different issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow reporting and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel missing PyTorch and MLflow failed-job reporting are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but transformers.onnx missing vs PyTorch absent are distinct root causes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch and Qwen3.5 MoE from_pretrained error are different failures." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: transformers AutoImageProcessor vs huggingface_hub is_offline_mode." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg regression and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and InternVL2 meta-init incompatibility 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": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:22355|issue:28218", + "issue:42831|issue:45753" + ], + "prepared_review_unit_hash": "a7b5b4b24a7bb8343f272554d0adc7b8556a6c1de397ab797bffce0b8dd838ea", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35081, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated Transformers regressions across tokenizers, imports, multimodal processors, quantization, config loading, and generation. No single issue or PR cleanly represents the whole cluster.", + "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:45834", + "accept": false, + "reason": "Different failures: generation kwargs update after sync_gpus vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention saving, but one is FP8/moe model saving failure and the other is a max_shard_size question; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error vs processor.save_pretrained missing files; separate code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo/inaccuracy vs GLM-5 RoPE implementation bug; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation; different components and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request handling vs Gemma4Processor missing _tokenizer in serve; not the same underlying defect." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal Qwen/InternVL-adjacent, but one is meta-init incompatibility and the other is save_pretrained key serialization; different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id configuration mismatch; related area, but not the same concrete failure." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve DSA indexer, but one is torch.split return handling and the other is a missing ReLU; distinct code issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs Siglip2 zero probabilities; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "apply_chat_template batching crash vs auto_docstring AttributeError with future annotations; different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "LayerNorm epsilon precision issue vs remote-code meta initialization incompatibility; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions in v5, but the affected models and failure mechanisms differ; not enough to merge." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model save/load, but they target different quantization flows (dequantized Ministrals/Devstrals vs sinq) and different breakages." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration vs NaNs after checkout/init; unrelated model-training problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but FastSpeech2ConformerTokenizer and the v5 AutoTokenizer regression are not shown to be the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization vs GPTNeoX rotary_pct reloading; different config paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issue vs Qwen3.5 from_pretrained error; related to recent versions, but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different registration/export issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split bug vs a docstring issue for position_ids; no underlying bug match." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different models and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping error vs add_special_tokens BOS/EOS regression; both tokenizer bugs but different concrete behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache load failure vs wrong tokenizer decoder type in v5; related area, but not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific is_offline_mode import failure vs broad import errors after upgrade; too generic to treat as one defect." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache loading vs quantized model saving; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss issue; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module vs tokenizer extra-space behavior; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image; different symptoms and likely different 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": 17, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:44671|issue:46132", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:43122|issue:44521", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:44188|issue:44373", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116" + ], + "prepared_review_unit_hash": "5c47dff44547392e150c9a37b5e9ebcce0b97eb08e877e2d2f506a0763b87efe", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic-similarity cluster, not a duplicate set: the issues span many unrelated transformers bugs (tokenization, generation, multimodal loading, model config, attention behavior, etc.). None of the soft edges look like the same underlying bug or fix.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is canonical; the cluster is a broad similarity bucket with unrelated bugs rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for deduping this cluster, because the paired items do not describe the same code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different failures: tokenizer mapping lookup vs AutoProcessor cached_file kwargs propagation." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model bugs: Smollm3 RoPE-layer dropout vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT masked-LM predictions and AttentionInterface.register behavior are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is unrelated to a Sentence-Transformers import NameError." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs after checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration API guidance and GlmMoeDsaIndexer torch.split values are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer/template behavior, but one is version-dependent tokenization drift and the other is multimodal assistant masks." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers load hang and Mac CLIP bus error are different runtime failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and tokenizer_class metadata mismatch are unrelated tokenizer/model serialization issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile branching divergence and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call assistant messages are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "LayerNorm epsilon precision discussion is unrelated to the position_ids docstring issue." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and pipeline-parallel output corruption are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and a model-load failure for cjvt/sleng-bert are different tokenizer/model-loading bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update timing and Qwen3.5 recurrent-state reset are separate generation-path defects." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with NameError nn and broken auto_mappings CI reference different failures." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import removal and broad import errors after upgrade are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and incorrect pipeline-parallel LLM output are unrelated regressions." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both touch tokenization/chat formatting, but one is general tokenizer drift and the other is batched chat_template padding=False crash." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model save failure and invalid GenerationConfig for GLM-5 are separate model-specific bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM 3 video model-type warning and missing fpn_position_embeddings are different SAM 3 issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template outputs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example behavior and Gemma 4 mm_token_type_ids defaults are unrelated classification/multimodal issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are unrelated model-loading paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are distinct model-internal bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer_config.json tokenizer_class mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe and buffer-reading position_ids bug do not describe the same defect." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer added-space bug and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Version-drift tokenization differences and Deepseek incorrect tokenizer results are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-model saving and gguf_file loading regressions affect different pretrained-loading/saving paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification example bug are unrelated training/runtime 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": 17, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:43906", + "issue:43784|issue:45446", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43064|issue:43673", + "issue:45083|issue:45446" + ], + "prepared_review_unit_hash": "0e3a775ffd00f18fd62fe551b8cf28f7d08ab554a785845da7e4a777f981ff14", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions across import, tokenization, model-specific, and trainer/runtime bugs. The broad upgrade-related import-report issue remains the best umbrella representative, while the Qwen3.5 save/load pair is not strong enough to merge as a duplicate on the available evidence.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it covers multiple import failures after a version upgrade, which best matches the cluster\u2019s mixed upgrade-regression pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is user-facing, broad, and closest to the recurring upgrade/import-regression theme across several nearby items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but they describe different concrete failures: Qwen3-VL-Moe behavior vs FP8 save_pretrained behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "The evidence only suggests a possible Qwen3.5 save/load relationship; it is not clearly the same bug as a from_pretrained error, so stay conservative." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer regression and a reproduction of another issue are not enough to show the same underlying defect." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs a flex_attention version-check bug; different failures." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing imports from different packages/modules; same symptom type, but not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Transformers.onnx import failure vs tokenizer slow/fast inconsistency; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change in evaluate and incorrect output under pipeline parallelism are different runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency problem vs Python 3.14 load failure; different compatibility issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs dtype mismatches in CI; not the same code-path problem." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve model loading, but one is missing weights and the other is kwarg propagation to cached_file." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue; not duplicates." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression and DeepSeek tokenization mismatch are related only at a very broad tokenizer level." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are completely different concerns." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing-symbol import vs a broad upgrade-related import-breakage report; too general to merge as the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix vs NaNs after checkout/init are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error vs GLM-5 RoPE discussion; different concrete problems." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label behavior vs SigLIP2 model discrepancy; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility break vs a PyTorch version-check bug; different layers of compatibility." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings guidance vs a missing helper method in an image processor; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific regressions." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored optimizer args and evaluate failing after train are trainer-related, but not the same concrete issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but one is incorrect visual-encoder keys and the other is a from_pretrained error; not clearly one bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure modes; no strong duplicate evidence." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script output behavior vs pipeline task-support error messaging; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache are different subsystems and bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-length helper bug vs flex_attention version check; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and distinct symptoms; no shared code-path is evident." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/evaluate dtype regression vs pipeline-parallel output corruption; different runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge verdict is not conservative enough: issue:45216 vs issue:45478 is marked accept, but the packet only supports a possible relationship between an incorrect Qwen3.5 checkpoint save and a later from_pretrained error. That may be related, but it is not clearly the same bug from the available evidence, so the merge should stay conservative. The rest of the grouping and the chosen canonical issue are grounded in the packet, and there are no PRs present." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:42222|issue:46178", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:38617|issue:44220", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44933|issue:45278" + ], + "prepared_review_unit_hash": "2d5d6f47d59de182916f097630d9ad664ca08ab0a06d9553d40f03fcc9ed5203", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated tokenizer/import/model-specific regressions that only share broad subsystem similarity. No soft-edge pair looks like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.89, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 45278 is the broadest umbrella report (multiple import errors after upgrading), but it is not a true duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general user-facing regression report in the set and best serves as a loose representative, though the cluster does not contain a real duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but one is GPT-2 backend scaling config and the other is Gemma4 bidirectional masking; different concrete bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "One is an invalid GenerationConfig error, the other is a stale warning about num_return_sequences in paged generate(); not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback vs flash-attention crash on s_aux=None are unrelated failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization quality, but they affect different models and different symptoms (offset mapping vs incorrect outputs)." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "A tokenizer-loading regression is too broad to treat as the same bug as Qwen3 offset_mapping being wrong." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the PyTorch version check bug in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leakage across dataloader threads and an isolated reproduction of another issue are not the same concrete defect." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and a torchvision-related AutoProcessor crash are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is not the same as flash-attention generation misbehavior for Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type checking are separate compatibility regressions." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization inconsistency and NaNs after checkout/init do not point to the same code-path." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is unrelated to the flex_attention version check bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashes are different tokenizer-loading failures." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose breakage and an unsupported tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and broken save_pretrained serialization are distinct regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both involve tokenizers, but one is offset mapping and the other is stale post-processor updates after runtime token changes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/APIs and do not look like one underlying breakage." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in multithreaded loading and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_tracker vs a KeyError loading MobileLLM are unrelated loader issues." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local path import warning and a Qwen3 VRAM leak are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 docs/settings guidance is unrelated to the MLA q_a_layernorm precision/config bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/error surfaces: missing layer_type_validation vs a feature-extraction function issue." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about default shard size is not a duplicate of a Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import and broad post-upgrade import errors are too generic to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", + "issue:44933|issue:46231", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "7fb1abf959861ad6ec07e645c4b9b0f7143fb1130453ae7a5ad144aaf9a796f8", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38576, + "estimated_input_tokens": 9644, + "estimated_eval_tokens": 19544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad subsystem keywords but do not look like the same underlying bug or change. I would anchor the cluster on issue 43097 as the clearest broad v5 regression report, but none of the soft-edge candidates should be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43097 is the best anchor because it is a clear, user-facing v5 breaking-change report with broader impact and some reference activity; the other issues are narrower, model-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest representative of the cluster\u2019s general \u201cv5 regression / breaking change\u201d theme, even though the cluster as a whole is too mixed for duplicate consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related to tokenization behavior, but one is a wrong decoder type and the other is version-to-version tokenization drift; different bugs." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TF/backend dependencies, but they fail in different ways and point to different packaging issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "One is about TF32 control settings, the other about FineGrainedFP8 accuracy; unrelated changes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming inference failure; not the same root cause." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different problems: missing TensorFlow in torch extras versus a vitpose model breakage." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one says SGD args are ignored while the other says step is invoked twice under deepspeed; distinct issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes: missing projections in qwen3next versus from_pretrained errors in Qwen3.5 MoE." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision complaints, but they affect different models and different code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked_prefill is unrelated to a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed config flag and the other is an unexpected position-id key warning; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model internals: missing image patch count method versus missing rms_norm_eps in a layernorm path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking breakage are separate API issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM models, but one is a torch.split/indexing issue and the other is a RoPE implementation discussion." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in config handling is unrelated to the TF backend/tensorboard issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model code paths and symptoms: DSA indexer split semantics versus a DeepSeek v4 tensor transpose issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as the DeepSeek v4 comb tensor manipulation bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both are warnings, but one is about precision/dtype and the other is a model-type mismatch warning." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL weight mismatch versus missing projections in qwen3next." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral-3 load-time failure and the other is training degeneration with flash_attention_3; not mergeable as one fix." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and config type checking are unrelated bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe bug; different concrete problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config flag removal and gguf_file loading failures are unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation/pipeline behavior issues, but one is missing cache in chunked_prefill and the other is a final-batch flag bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the testing_utils issue." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "An image_utils import error and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a physical-intelligence/fast loading failure are different loader issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting and torch.split return semantics are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision dependency crash is unrelated to the max_shard_size default discussion." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different models and different config warnings." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading without torchvision and a missing ReasoningEffort import are unrelated dependency failures." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek v4 transpose issue are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps in MLA layernorm is unrelated to the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config flag and a quantization save/load corruption bug are distinct regression types." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config flag removal is unrelated to the flash_attention crash on sink-less models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:44062|issue:44117", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:43792|issue:46123", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683" + ], + "prepared_review_unit_hash": "638a5ed582141d575435de0c1e903bfcc0043fd6d0eeea445b50a247928c96e7", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37077, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-bug issues spanning many different models, APIs, and runtime environments. None of the soft pairs looks like a true duplicate; most only share a broad Transformers v5 / model-inference theme at best.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43097 is the broadest user-facing v5 regression in the set and has external references, making it the best representative issue among otherwise largely unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 best captures the cluster\u2019s most general \u201cTransformers v5 breaking change\u201d theme and is more representative than the model-specific or environment-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different failures: FSDP2 optimizer-state corruption vs Liger kernel not applied with model_init." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken kwarg conflict vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Unrelated import errors for different symbols from different modules." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family config/model bugs with different missing fields/projections." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model paths: Qwen3-VL-Moe bug vs qwen3next missing layer projections." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage vs missing embed_tokens weight on load; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import targets and symptoms; not the same broken dependency." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal warning vs offloading with quantization; distinct issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs passthrough bug vs auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor dependency crash vs tokenizer mapping None; different failures." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Model import failure vs missing torchvision dependency during AutoProcessor load." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs isolated reproduction of a separate issue." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs backend-mapping error for tensorflow_text; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific training/compile bugs with no shared concrete code path." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight vs max_shard_size default question; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile warning on bf16 vs actual SDPA compile failure for Bamba; different symptoms and models." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation warning vs save_pretrained pipeline persistence; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but for different causes and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save bug vs saving Pipeline objects; different save workflows." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related bugs in different models and backends." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 regression vs deepseek-v4 transpose bug; unrelated model code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support issue vs Python version compatibility issue." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored vs register API behavior change; related subsystem but not same bug." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure vs mask generation pipeline partial-batch bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend bug vs degenerate zero-loss classification bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer-state corruption in training vs GPT2 attention scaling bug; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions endpoint rejection vs Qwen2_5_VLProcessor batched padding crash." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save or load, but one is FP8 save_pretrained and the other from_pretrained error; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Compile warning on bf16 vs torch>=2.9 flex_attention compile failure; different failure modes and 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": 17, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44242", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46209" + ], + "soft_pairs": [ + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:43299|issue:43867", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "3ef83aae12b473e15dbc270aa54284fd06ff5b2b1c793dc76ca41a82359504f9", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct regressions or model-specific bugs that only share broad themes like import/load/save issues. I did not find any soft pair that clearly describes the same underlying change or bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the broadest representative of the save/load path regressions in this set, with active discussion and a general from_pretrained/save_pretrained failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest global representative because it targets a core, reusable loading path and has the clearest cross-model relevance among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "One is a local-path import warning; the other is a PyTorch bfloat16 compilation warning. Different subsystems and failures." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP regressions, but one is missing attentions assignment and the other is missing hidden_states. Different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression versus GPT2 attention scaling behavior. No shared underlying defect." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Generic from_pretrained/save_pretrained loading bug versus a DeepSeek tensor transpose issue. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression versus fp8 inference support request/bug. Related model family, but different concrete problem." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed config utility versus offline-mode network requests. Different behavior and fix surface." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "OpenAI chat endpoint request rejection versus chat template tokenization crash with tool-call messages. Different layers and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch versus GLM-5 RoPE implementation discussion. Same broad area, but not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression versus FP8 inference failure on B200. Unrelated code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config versus missing fpn_position_embeddings on SAM3 output. Different models and attributes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading regression versus load failure when state_dict is sorted. Both are load bugs, but not the same defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation bug versus causal attention mask construction bug. Separate model behaviors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure versus pipeline object save_pretrained support. Both involve saving, but not the same scenario." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus inability to save Pipeline objects. Documentation issue vs runtime bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Model loading breakage versus an infinite loop on a specific image. Different symptoms and likely causes." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation versus GPT2 attention scaling config being ignored. Unrelated issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same generic pattern, but not the same underlying breakage." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute on Gemma3 versus patchtsmixer post_init policy. Not a duplicate." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug versus Gemma4 bidirectional attention mask bug. Different config paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression versus pipeline save_pretrained support. Both are save/load-related, but distinct problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 support gap versus invalid GenerationConfig. Different model/runtime issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load error versus incorrect saved checkpoint contents. Both concern loading/saving, but not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Attention mask construction versus LlamaConfig head_dim validation. No shared concrete defect." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility problems, but for different target versions and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support issue versus auxiliary-loss omission. Entirely separate functional areas." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but on different models and different fields; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP hidden_states regression versus incorrect Qwen3.5 checkpoint saving. Different models and code paths." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute error versus MoE load-balancing loss omission. No overlap in failure mode." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "FlashAttention support versus Qwen3-VL weight-shape mismatch. Different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer state corruption versus a typo in cache strategy docs/code. No meaningful relation." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading versus Qwen3.5 Moe from_pretrained error. Different model families and 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": 17, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:42890|issue:45341", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "9779df4da0d15402319c8733d39b975cf6158b97bb8a06fc34b06d33afffc4a1", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36747, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and import/loading breakages. The strongest representative is the broad v4.57\u2192v5.5 import-regression report, while only a couple of soft pairs look like the same concrete underlying issue.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report: it summarizes many import failures after upgrading from 4.57.0 to 5.5.0, which matches the overall cluster theme better than any single narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it captures the widest scope of the cluster and can plausibly subsume several of the specific import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different bugs: cache/layer no_grad decoration vs general import errors after upgrade." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different model/pipeline failures; no clear shared code path." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is compiled-Python-file handling and the other is a Python 3.13 torch.jit parse issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Unrelated: state_dict/loading error vs missing vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe import transformers being slow, and 41669\u2019s import-* cleanup is a plausible concrete cause for the same import-time slowdown." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure is not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different subsystems: config attribute error vs distributed training optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but the causes and files are different." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decorator issue is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different save/load problems for different models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both involve model loading, but the affected models and failure modes differ." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad/cache update bug is unrelated to a Python-version compatibility problem." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model/output and post_init behavior issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM on one model are too different without clearer shared root cause." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for PyTorch vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model-specific failures." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific failures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated algorithm/implementation issue vs model divergence report." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flake vs multimodal model loading regression." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak vs AddedToken argument collision are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/test problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer from_pretrained and the other is checkpoint reload compatibility." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "OOM under int4 quantization is unrelated to checkpoint reload failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different FP8 save_pretrained vs tensor-parallelism support issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command vs attention registration behavior change are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different testing utility issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leak vs GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they concern different missing symbols and there is no evidence they share the same fix." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors and data-filtering slowdown are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE tensor-parallel / from_pretrained regression, and a single fix could plausibly address both." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected canonical issue (45278) is a reasonable broad representative for the import/load regression cluster, and the two accepted soft pairs are plausibly mergeable into single bugfix PRs without overstating evidence. No obvious overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:46143|issue:46144", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125" + ], + "prepared_review_unit_hash": "df282a2f26e541f2801ae412316d259068390042d05291bc50960db1508c59ef", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36986, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft-similarity links mostly connect thematically related Transformer issues rather than true duplicates. I would reject all soft edges and avoid collapsing these into one canonical duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is safe here: the items span unrelated bugs across loading, imports, FP8, tensor-parallelism, docs, and CLI behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a precise global representative; the broadest one (issue:45850) is too generic to serve as a reliable duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: MLflow reporting on training failure vs tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3_5Moe, but one is missing _tp_plan and the other is a dropped config field; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/no_grad decoration vs generation kwargs after sync_gpus are separate code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading behavior is unrelated to documentation confusion about forward arguments." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leak and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is Qwen3VL MoE-specific and the other is a version-upgrade reload issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image patch helper in an image processor are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and a meaningless-title issue are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network behavior does not match the unrelated racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting is unrelated to tensor-parallel training." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init has no overlap with the DSA indexer/ReLU discussion." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors are not the same as save_pretrained on Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different failure points." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken transformers env command and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the env CLI breakage." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are different subsystems and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is unrelated to a missing Qwen2_5_VL export." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful relation between the two issue reports." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about model.forward and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing top-level imports; similar class of symptom but not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI env command breakage is unrelated to Python 3.14 load failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the racoon issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and attention-interface implementation are related but distinct RoFormer problems." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are different issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to the placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3/VL/MoE, but one is a broad v5 bug report and the other is a missing tensor-parallel plan; different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "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:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:41669|issue:44351", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:43874|issue:45850", + "issue:43976|issue:46218", + "issue:44492|issue:44945", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172" + ], + "prepared_review_unit_hash": "69457478004fd7543de75755163c6133ff2de9aba669a4e3741d297cace3f902", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38513, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 + }, + "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 v5 regression reports and a few docs/perf issues; there is no strong duplicate core, so the closest anchor is a broad version-upgrade breakage report, not a true same-bug cluster.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45278 is the best umbrella anchor because it explicitly describes broad breakage after upgrading to v5.5.0, which is the closest common theme in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative issue for the cluster\u2019s general v5 regression/import-breakage theme, though it is still too broad to be a strong duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different models and asks: fp8 inference support vs a weight-conversion script for DeepSeek-V4." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but one is a lazy-loading failure and the other is unsafe sys.modules access/performance; not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated problems: Qwen3-VL bounding-box output issues vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config pad_token_id attribute error vs a vague broad complaint that v5 breaks many models." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family but different symptoms and inputs: bbox output hallucination vs infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance regression from import * removal is different from a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 compatibility, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig attribute mismatch vs a broad general complaint about many models breaking." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings are unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo issue is not the same underlying defect as broad v5 model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but 45278 is about import errors after upgrade while 45850 is a generic umbrella statement; not one concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance/lazy-loading cleanup is different from a missing Qwen3_5 export causing an import error." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy loading, but one is general slow import and the other is a functional lazy-loading bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_tracker is unrelated to Liger Kernel not being applied in model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough to cached_file is a different path from scheduler kwargs being ignored." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to an unspecified 'bug report' with no clear shared defect." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility is unrelated to a Qwen3-VL output hallucination/error." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer-access error for position_ids is not the same as an unspecified bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported vs Qwen3-VL bbox output issues; different failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command regression and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * removal/import performance is unrelated to missing HybridCache export." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; no shared code path." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance issue is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-patch count helper for multimodal tokens is a specific API bug, not the broad v5 breakage complaint." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility is unrelated to a missing import for Qwen3_5ForCausalLM." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and symptoms; one is bbox output error, the other is a from_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on list-typed keys." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "transformers env command regression and lazy-loading malfunction do not share one concrete bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "No clear evidence of the same bug; one is an unspecified report, the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "transformers env command regression is unrelated to the Qwen3_5 import error." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(...).transpose(...) bug are different concrete 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": 17, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:43352|issue:46218", + "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:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7607d0984651040db580a20bd4a360f824fb35fc7ce4cd408fa5ef806c7c4e6e", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1601, + "serialized_chars": 828598, + "estimated_input_tokens": 207150, + "estimated_eval_tokens": 414556 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 46, + "serialized_chars": 39453, + "estimated_input_tokens": 9864, + "estimated_eval_tokens": 19984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, mostly non-duplicate cluster of Transformers issues spanning unrelated regressions, docs, and model-specific bugs. No soft pair looks like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest and most central representative here: it frames the cluster as a general 5.0 regression affecting many models, which best matches the mixed similarity signals across model-loading/tokenizer-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best issue representative for this cluster because it is the only clearly umbrella-style report and is still open, making it a better anchor than the many narrow, unrelated bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated areas: timestamp parsing bug vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different scope: import-* cleanup/perf issue vs VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc confusion about forward args vs a concrete model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as documentation confusion about model.forward." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE math is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion format." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE behavior." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad version-breakage report vs a specific import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests vs incorrect timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a dataloader-thread VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs missing files in processor.save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different failures: timestamp math vs multi-thread VRAM leak." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling is a different code path from Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and different root causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior change v4\u2192v5 is broader than the specific decoder-type mismatch." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support limitation is unrelated to the Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler keyword handling bug vs a nonspecific/invalid issue title; no shared bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder/nonsensical issue title is not the same as broad 5.0 model breakage." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights crash and chat-template tool-call crash are different failures in different paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a different config issue than tied-weight-key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to missing processor save_pretrained files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance is unrelated to tensor-parallel training correctness." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request is different from the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading slowness is not the same as tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface behavior are different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint on norm_eps is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value not used in Mask2Former is unrelated to kwargs not being passed to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation bug is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value regression is unrelated to tokenizer regex warning noise." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss behavior is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERT norm_eps type hint are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "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": "f4177fe00a586dad4d0ed104c6b4876aa1b4a7786b7314956f1fbb5bfbdecf8d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three closed issues are not duplicates of one another: one asks for truncating from the beginning in tokenization, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word time offsets. They are separate feature requests in different subsystems.", + "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 feature areas and concrete requests: tokenizer truncation direction vs Wav2Vec2 word boundary timing. No shared bug or change path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: token sequence truncation behavior vs learning-rate scheduler behavior. They do not describe the same underlying problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and ASR timestamp extraction request are unrelated; no common code path or duplicate symptom." + } + ] + }, + "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": 17, + "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": "38db992f01eeb7f42d6df4e85d4e79286b914dfa6c066884611655fb38e273e9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues do not look like true duplicates as a cluster. One is about Tapas tokenization, one about a private-model auth/error-message case, and one about failing to load bert-base-uncased. The only plausible overlap is between the two loading-related issues, but the titles suggest different root causes, so I would not merge them.", + "confidence": 0.73, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the loading-failure side of the cluster, but it does not clearly duplicate the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest standalone issue because it describes a concrete user-facing failure to load a model and has the most discussion activity among the loading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; they do not appear to share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model auth/download error and public-model loading failure are different code paths and likely different root causes, so this is not a safe duplicate." + } + ] + }, + "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": 17, + "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": "50fea411083d4d79c7183236b58f1f0d77e0e9633f462c9b7e7dc15e18ebdcd5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-request issues in the same general model-optimization area, but they target different integrations: Flash Attention 2 architecture support vs GGUF architecture support. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No canonical issue among these; if forced to pick one representative, issue #33260 is slightly more specific and later, but it is not a duplicate of #26350.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths: Flash Attention 2 support for more architectures versus GGUF support for more architectures. They share only a broad theme of architecture support, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "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:46222", + "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:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "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": "4c56aa5cb2f17b58f1b8b15f8c36938ea9565b7f1679b8d497b1ecabe4ff9a4f", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate i18n translation requests for different languages, not true duplicates of one underlying issue. The generic placeholder-titled items look templated, but they still represent distinct translation targets, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest generic/template-style example, but it is not a safe canonical duplicate because the cluster spans different target languages and one unrelated Thai-text issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template wording is not enough to make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Different translation targets; these are separate language requests, not one bug/change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; same docs-translation theme, but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language requests; this is only template similarity, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct and should not be deduped." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic template text; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language; only the template phrasing matches." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language; not a duplicate change or bug." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic template item; different concrete tasks." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request vs generic template item; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; these should remain separate issues." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and template placeholder are only textually similar, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs unrelated Thai text; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Template-like title similarity only; the underlying language requests differ." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template-like title similarity only; different concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template wording matches, but the language target does not." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template item vs unrelated Thai-text issue; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; same translation template is insufficient for duplication." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different language targets; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic translation request vs unrelated Thai-text issue; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "These are distinct language-specific translation requests." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic translation request vs unrelated Thai-text issue; no shared underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different subject matter: a translation request versus unrelated Thai text." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "a6ff51e7369f2ea32f42816450f954e716074c4118b23977f2208cfe35790094", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly related model-request tickets, but they describe different models or tasks, so they do not look like duplicates of one another. No PRs are present in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43671 is the best representative of the set: it is a clear model-support request and sits near the center of the related audio/model-request cluster, but it is still not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the strongest single issue to keep as the representative ticket, because it is broad and centrally connected by topic, while still being distinct from the other requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config request vs DEIMv2 model request; different models and different work items." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated models/tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config request vs RF-DETR model request; different architectures." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2; same general 'add model' theme, but not the same model." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object-detection model request vs LFM2.5 Audio support; different domains." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs OpenAI weight-sparse transformer; distinct model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR support; different models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS support; different model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; different architecture targets." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vs NeoBERT; different models with no concrete overlap." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; both BERT-like names, but different specific models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request vs weight-sparse transformer; distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models; different target models." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS; not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a specific model request, the other a broader architecture pattern." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS support; broad architectural note vs specific TTS model request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support vs Qwen3-ASR support; related family, but different concrete models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio, but different models and implementation targets." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer; unrelated model classes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS support vs LFM2.5 Audio; both audio-related but different models and features." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio; different audio models and requested changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE perception encoder; different model domains." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer; not the same bug or feature." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support vs SAM3-LiteText; audio model request vs vision/text model request." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE perception encoder; different model architectures and goals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral TTS support; same broad area, but different concrete audio models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS support; unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different tasks and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE perception encoder vs TIPSv2 vision-language pretraining; related research area, but not 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": 7, + "component_count": 17, + "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": "c8138dc97866b3844e9017022aeb26ca2ec0d4d26a620870027bd20472ebff27", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not describe the same underlying problem or change. One is about a block decoding setting, the other is a request for DeepSeek v3.2 support, so this cluster is not a duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43037 is the more specific, self-contained request and is the better representative of this small cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the clearest actionable issue title and the best overall representative among the issues present.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and implied scope are unrelated: block decoding configuration versus adding DeepSeek v3.2 support. They do not look like the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "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": "dd596a5990e9601fbc7d2bb71c9747106da997386b80d45635137c0233eb637d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are loosely related through Trainer customizability, but they describe different problems: one concerns `remove_unused_column` behavior, the other FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43598 is the more concrete and well-scoped report: it targets a specific Trainer option (`remove_unused_column`) and a specific customizability concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best representative for the cluster because it centers on a clear Trainer behavior that could be independently tracked and fixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only at a high level via Trainer customization; they concern different code paths and user-facing problems (`remove_unused_column` vs FLOPS estimation)." + } + ] + }, + "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": 17, + "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": "364b855471a3e4d1425ad35bff1259391fb7b293d5e143db4b51314a1776d144", + "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 both model-support requests, but they target different Qwen variants and different AutoModel code paths: one asks for Qwen3-Omni registration in base/conditional-generation autos, while the other asks for sequence-classification support for Qwen3.5. They are related thematically but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader and more central registration request, with explicit targets in AutoModel and AutoModelForConditionalGeneration; it is the better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the strongest standalone representative because it describes a concrete auto-class registration gap and covers multiple auto classes, whereas 44405 is a narrower support request for a different config.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families/configs and different requested auto-class support; they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "7aea21fd8d8951c3639b6d8f87790e264aa2e52555030b4f21318769dcbcf244", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface\" are the only plausible duplicate cluster; \"Fett\" looks unrelated. However, the available evidence is just identical titles and minimal bodies, so I would not merge any pair on this data alone.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the best canonical choice because it is one of the repeated \"huggingface\" reports and is the earliest of the near-identical issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best representative of the duplicate-looking set: same title as the others, earliest timestamp, and no evidence that it differs materially.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared concrete problem details; the only overlap is a generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete problem details; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared concrete problem details; no basis for duplicate triage." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but the bodies are too sparse to confirm the same underlying bug; identical wording alone is insufficient." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but there is no concrete description, target, or code-path evidence proving they are duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the available information is too thin to verify a shared 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": 11, + "component_count": 17, + "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": "6b9f8bc8862b741255ef73689a26e48114457c428ae4a4764fb4cda0a63de67e", + "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": "These are not duplicate bug reports; they look like unrelated spam or placeholder issues with minimal body text and no shared targets or filenames. If one issue must represent the cluster, the documentation suggestion is the least spam-like, but there is no substantive common underlying problem here.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44418 is the most informative and least spam-like title in the set; the others are generic spam/advertising placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the only item that resembles a real issue/feature request, so it is the best representative despite lacking detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam titles with no shared bug description or target." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; not the same concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a promotional-sounding title; no indication of a shared problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation request and a spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond being low-signal titles; not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same spam placeholder title, but no actual issue details to show they report the same bug." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional title; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared code path or explicit target; these are unrelated low-quality issues." + } + ] + }, + "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": 17, + "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": "0fa9e3c310b524aaa17211c657be6e6358994b69a460069eb4ed0fd03badc497", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and nearly identical body length, with no conflicting metadata, so they appear to be duplicate reports of the same request.", + "confidence": 0.98, + "canonical_issue_reason": "issue #45145 is the better canonical because it has an inbound reference and otherwise matches #45151 exactly, suggesting it is the slightly more established duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster due to the inbound reference and identical title/body pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and extremely similar body size/shape with no distinguishing metadata; these look like duplicate instances of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both closed issues share the exact same title, have nearly identical body lengths, and there is no conflicting metadata. The conservative inference that they are duplicate reports is reasonable, and the soft-edge acceptance is not overstated given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "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": 14, + "component_count": 17, + "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": "0129c65ddb863f9910e5c72468d7befe58c07a81e60a854a1ec8ea50e924340f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "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 issues are not duplicates: one reports a Gemma4/audio-module uint8 + torch.finfo() failure during NF4 inference, while the other reports a BitsAndBytesConfig skip-modules regression that clears the default lm_head exclusion and triggers an AssertionError. They touch different failure modes and likely different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the better anchor because it describes a broader, concrete 4-bit inference regression tied to BitsAndBytesConfig behavior, whereas 45672 is a narrower Gemma4-specific symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the most generally useful report: it names the configuration interaction, the expected exclusion behavior, and the resulting AssertionError clearly enough to guide a fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs and code paths: 45672 is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig skip-module handling regression causing an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "6b0f4657499b27958fb4e30cab7b1105300455d7e25595cf2f8bb81bc1028dc3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries and do not appear to describe the same bug, request, or change. The soft duplicate edge should be rejected.", + "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": "Different names and birth dates with no shared problem description, body content, or target; this does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "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": "b5321d04f168294792985e6c6963a3f594fedb3d296554b364bf95c3807b0019", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both empty, similarly titled personal-name/date entries, and do not show evidence of the same bug or request. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue contains any description, traceback, or actionable problem statement, so there is no meaningful canonical issue candidate beyond arbitrary selection.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue because both are content-free and unrelated-looking; if forced, one could be chosen only as a placeholder, not as a true canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are just different personal names with dates, and there is no shared bug, feature request, or concrete code-path issue indicating duplication." + } + ] + }, + "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": 17, + "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": "2d6266e7c1d3cf333c76ce7fe2779e400e0d171280736f5aabb568b37406999f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related to finance/DataForge but describes a different dataset/sample request, so it should stay separate. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earlier, cleaner representative of that pair; it is the best single issue to keep as canonical among the duplicates shown.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue representative here because it has an exact duplicate and is the earliest of that duplicate pair, while 45869 is distinct and 45872/45873 form a separate issue theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Finance-related, but the dataset/sample request is a different topic from the DataForge example issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45870: related domain, but not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body size; these look like duplicate reports of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge/financial topics, but one is an example prediction issue and the other is a scraping-service issue; different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different issue theme from the prediction example; same broad domain only." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request despite overlapping finance/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request despite overlapping finance/DataForge wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body size; these appear to be duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, so treating them as likely duplicate issue pairs is conservative. The distinctions drawn for 45869 versus the others are also supported by the titles, and no PR-related claims are made." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "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:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "79c43b38eda32f6ac4afaba723f38f7f721666c313cad034a8a7902a582acea9", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40313, + "estimated_input_tokens": 10079, + "estimated_eval_tokens": 20414 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40313, + "estimated_input_tokens": 10079, + "estimated_eval_tokens": 20414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated: model additions, docs, tokenizer work, kernel routing, and a single loss-function fix. Only the two `fixed_cross_entropy` PRs look like true duplicates; the rest are different changes that should stay separate.", + "confidence": 0.41, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR 39895 is the broadest self-contained change set here (full Videoprism model addition with docs, tests, and wiring), but the cluster does not actually form a duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 39895 is the most complete and substantial standalone PR in the group; it is the clearest representative artifact, though not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model addition vs. ExecuTorch dynamic-shape test; unrelated changes and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions vs. export test coverage; different functionality and no same bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API cleanup vs. adding a new MobileLLM model; unrelated scopes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes vs. new model implementation; not the same underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs. new model addition; completely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility fix vs. Mistral4 test/model changes; unrelated bug fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests vs. Mistral4 test fixes; different problems and targets." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs. MobileLLM model addition; not duplicate work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs. config-resolution fix in modeling_utils; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs. Falcon refactor; different subsystems and goals." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-capture refactor vs. model-creation skill/docs tooling; not the same code-path issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs. Mistral4 test fix; no shared concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs. CLIP-like renaming typo fix; separate changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs. chat-response parsing overhaul; unrelated functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs. TDT loss kernel integration; different feature areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model test fixes vs. config resolution ordering fix; different concrete issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes vs. new-model skill/dataset PR; not duplicative." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs. model-creation skill/tooling; unrelated artifact types." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "TDT loss kernel addition vs. ROCm AITER routing; different kernel integrations and bugs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` to pass supported kwargs to `nn.functional.cross_entropy`; they address the same concrete bug and could be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative: most pairwise rejections are between clearly unrelated model-addition, tooling, tokenizer, or kernel-routing changes, and the only accepted duplicate pair (43251/43254) is supported by the shared `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py` and the shared issue target. The summary does not overstate duplication beyond that." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "18d2cb895d6f68323ac548517ff46c79e87bbfb344cfd95900d026debe0e4f00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related VibeVoice work but not duplicates: one implements the base VibeVoice model/docs, while the other adds a realtime variant plus an acoustic tokenizer and related generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the core VibeVoice implementation and appears to be the foundational change in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative of the cluster since it covers the main VibeVoice model integration rather than a later realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related model-family work, but not the same concrete code-path change: #40546 adds the base VibeVoice model, while #42781 adds realtime-specific support and an acoustic tokenizer with additional generation/model files. They are not plausibly a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 31, + "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": "636ee5573b4592f380808eb7bcce9aebe13056ddaf86bd706b7287e4672cf14f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariates support vs DINOv3 image classification support. They are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs touch different model code paths and solve different problems, so there is no single representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global best representative for a duplicate cluster because they are unrelated feature work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and distinct functionality; they do not appear to fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 31, + "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": 31, + "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": "e3f02965ad5702664d2f5af175bc5d23004e5583350c9ee8ae1f62234fb5346e", + "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": "Three unrelated model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6). They share only standard Transformers integration scaffolding, not the same underlying change or code-path fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 (Kimi2-6) is the strongest representative of the cluster because it is a substantial, well-reviewed model integration with broad framework updates and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best single PR to represent this cluster if one must be chosen, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Overlap is limited to shared boilerplate files for adding new models, not the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar auto-mapping and docs infrastructure, but the concrete code and target models are different." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 31, + "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": "e51bde6b3a94aef38e9fc6305d15f113a99dc2c2afbc1536204334471f100fa9", + "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": "These are both workflow maintenance PRs, but they address different dependencies and different failure modes: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action to v6. They share files because both sweep workflow YAML, not because they fix the same bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader workflow-action compatibility update and is the better representative of the Node 24 migration theme across many GitHub Actions usages.", + "best_issue_reason": null, + "best_pr_reason": "PR 42976 is the cleaner representative for docker build-push-action version bumps, but it is narrower and less canonical than the broader Node 24 workflow upgrade PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 updates assorted GitHub Actions versions for Node 24 compatibility, while 42976 only upgrades docker/build-push-action. Shared workflow files alone are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "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": "fa22854faf05dd8d7db921bb82d94407949fb84f140f4859f94761b27e8fd5fe", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14178, + "estimated_input_tokens": 3545, + "estimated_eval_tokens": 7346 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14178, + "estimated_input_tokens": 3545, + "estimated_eval_tokens": 7346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts that coincidentally touch shared registry/docs files. They do not describe the same underlying bug or the same concrete code-path change, so no duplicate/merge relationship is justified.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest representative only in the sense that it is the most actively reviewed and broadest model integration in this set, but it is still specific to Molmo2 and not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 appears the most mature and complete of the group (highest review activity and broadest implementation surface), so it is the best single representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions with different configs, model code, and tests. Shared auto/docs changes are generic scaffold updates, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "These add different models (ViT NEPA vs Molmo2) and touch different implementation paths. Similar registry/documentation edits are not enough to treat them as duplicates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations. They only overlap on shared maintenance files such as docs and auto mappings." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct PRs for different model variants, with different codepaths and extra Molmo2 components like video processing. They are not mergeable as one concrete fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared framework registry edits do not indicate the same bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model implementations with different targets and files changed. The overlap is only in common integration points, not the 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": 8, + "component_count": 31, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "75dcc515f1a5cf487b1aac3999250909b6e08ee371195f274b129b9c23af4456", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one fixes Whisper decoding/tests, one is a test-only CLIP/ViT change, and one fixes FP8 dequant/model-loading behavior. The FP8 PR is the strongest representative of a real code-path fix, while the others are narrower and unrelated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best canonical representative because it contains the most concrete, substantive bug fix across implementation files (model loading and FP8 dequantization), with a clear code-path change rather than test-only edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the most suitable overall because it addresses a specific runtime behavior bug and has the broadest implementation impact; PR 43291 is narrower and Whisper-specific, and PR 43665 is test-only and not a good representative fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different changes: Whisper tokenization/decoding fix versus unrelated CLIP/ViT test edits. They do not appear to fix the same underlying bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tests and FP8 dequant/model-loading are unrelated subsystems with different failure modes and code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT assertions are not the same kind of fix as the FP8 dequant/model-loading change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 31, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "5035b3fbb78356d8fc5417d0663ae7e4e80fbffee37ca5423148236c872d2e89", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11339, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11339, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the 46100/46114 pair is a clear duplicate: they have the same exact ViT test-file diff. The 45932/46100 pairing is not well supported because 45932 is a broad grafana/testing PR with many unrelated workflow/model/config edits, not a concrete duplicate of the tiny ViT test edit.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the best canonical representative because it exactly matches 46100\u2019s ViT test diff and has the clearest fork/test-migration framing, while the other PRs are broader or unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the strongest global representative of the only real duplicate pair: it is an exact duplicate of 46100\u2019s ViT test change. The remaining PRs do not appear to be the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch the ViT test file, but 43488 is a broad bot/setup/version PR and 46114 is a tiny test-migration fork; they do not look like the same concrete change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "These are unrelated synthetic PRs with different intent and different change sets; shared test-file presence is not enough." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They both mention or touch ViT tests, but the surrounding edits and purpose differ too much to treat them as the same underlying change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45932 is a broad testing/grafana PR spanning workflows and multiple models, while 46100 is a tiny ViT test-file edit; this is not a well-grounded duplicate pair." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These PRs have the same exact diff in tests/models/vit/test_modeling_vit.py, so they are clear duplicates of the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for the 45932/46100 pair. In the packet, 45932 is a broad \"testing grafana\" PR spanning workflow, model, and config changes, while 46100 is a tiny ViT test-file edit; the shared similarity does not clearly show the same bugfix or a mergeable duplicate pair. The only clearly supported duplicate is 46100/46114, which have the same exact ViT test diff. The other false verdicts are conservative, but the true verdict on 45932/46100 is not grounded enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 31, + "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": "0c12464f1d860f54c73d11d9cbbef2d7a185effb204294c7882eb4f45af53aaf", + "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": "The two PRs are closely related in theme, but they add different pipelines and model support: one for promptable concept segmentation and one for promptable visual segmentation. They share docs/registry plumbing, but the underlying features and test/model coverage differ, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate pipeline additions with different task scopes and code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more integrated segmentation pipeline PR with wider model coverage, but it still does not subsume PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Related but distinct features: concept segmentation vs visual segmentation. They touch different pipeline implementations, model files, and tests, so they are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 31, + "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": "5524b2b393ca20c78e4411a1652e48b2db7d51fade0fbdcb63d2f67c23144ceb", + "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 independent Trainer extensibility changes landed in the same file, but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete, self-contained trainer behavior change: it adjusts loss scaling in the training step and adds an explicit hook for custom trainers. PR #43663 is a separate override/refactor for dataloader column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative of the cluster because it has the clearest user-facing behavior fix and the most direct code-path impact. PR #43663 is adjacent but solves a different extensibility problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch trainer extensibility, but they modify different behaviors and would not be merged into one fix: one is about gradient accumulation loss scaling, the other about signature-based column filtering." + } + ] + }, + "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": 31, + "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": "3b5d960c2dd49417b4feefa90cd8f971130a4e06d5924ae0d72ac0a9339b1863", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the same CLI file, but they address different NameError causes in different type-annotation paths, so they should not be clustered as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner representative: it has a narrow, explicit fix for the TypeAdapter NameError when pydantic is absent, with a direct type-checking import and annotation adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best single PR candidate because it targets one concrete runtime/import-path failure and is more specific than the broader typing cleanup in PR 43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: same file and similar symptom class, but the fixes are for different concrete problems\u201443656 changes future annotations and typing references, while 43842 fixes TypeAdapter being unavailable when pydantic is not installed." + } + ] + }, + "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": 31, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + 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"pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "8801b11815a60c6c0d8d186c2f5a01a56db41e8ff4c750d54d068d2ef42948e1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84888, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75084, + "estimated_input_tokens": 18771, + "estimated_eval_tokens": 37798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous batch of output-tracing refactors across many models. The only true duplicate-like overlaps are within the GPT-Neo pair and the GPT-J/CodeGen subset; the rest are separate model-specific changes and should not be merged together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the real duplicate subset: it is the broadest and latest GPT-J/CodeGen standardized-output-tracing refactor, with overlapping file scope and the same concrete decorator migration as the other GPT-J variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR in the cluster to anchor deduping because it covers the same GPT-J output-tracing change family and appears to subsume the related GPT-J/CodeGen refactor direction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different files; same issue target alone is not enough to treat these as the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same model file and are the same standardized-decorator migration family." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different vision backbones and no concrete shared code path; both are just similar refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa v2; same issue target is only a shared umbrella refactor label." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated implementations despite similar refactor wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J vs MPT; not the same concrete bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model file and same underlying decorator migration." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J and GPT-Neo are different models, so this is not one mergeable PR." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet do not share the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and unrelated forward paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; similar style of refactor only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate subfamilies." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same topic but not the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not mergeable as one fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J address different model code." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 do not share the same concrete bug or change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are not the same code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR ResNet are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family with overlapping file scope; these look like the same change direction." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path, with 44722 being the broader/latest version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts are mostly conservative. The duplicate-like groupings around GPT-Neo and GPT-J/CodeGen are supported by shared files and the same output-tracing migration pattern, while the cross-family pairs are appropriately rejected. The only mild caveat is that the GPT-J/CodeGen representative claim leans on recency rather than clearly broader scope, but it does not rise to an overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "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": "30923e93ab0004e364943065dff8e7c8b191f8334fb47a4767337885bd364eb7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84888, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all in the same broad refactor family\u2014migrating different model implementations to standardized output-capture/decorator patterns\u2014but they target different models and code paths, so they are not duplicates of one another.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "None of these is a clear duplicate of the others; if a representative PR is needed, PR 44073 is a good exemplar because it clearly shows the standardized output-tracing pattern with both `capture_outputs` and `_can_record_outputs` applied in one model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the most representative of the cluster theme: it explicitly migrates a model to the new output-tracing mechanism and includes the key plumbing (`capture_outputs`, `can_return_tuple`, and `_can_record_outputs`) rather than only partial cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different model code paths (FocalNet vs ImageGPT) and are not the same underlying fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations; the PRs share a refactor style, not a single concrete bug or mergeable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each update their own output-capture plumbing, but they do not fix the same code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are similar standardized-output refactors, but for different models and different forward paths, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated implementations; the overlap is only in adopting the same tracing pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both touch output handling, but they address distinct model-specific behavior and are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "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:46106" + ], + "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: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:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "21d77e30287728ffb9ebd9d1a7af90bd3dcd6194a2f6abf0b2f0912d8b6c205d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43401, + "estimated_input_tokens": 10851, + "estimated_eval_tokens": 21958 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43401, + "estimated_input_tokens": 10851, + "estimated_eval_tokens": 21958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similarly named but mostly unrelated refactor PRs for output tracing across different models, plus one unrelated docs toctree fix. I do not see true duplicate PRs here; they share a theme, not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the refactor theme: it spans two related model files and adds shared output-capture plumbing, making it the closest cluster center.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative PR for the cluster, but not a duplicate target for the others; it is the most substantial shared output-tracing refactor among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and code paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and forward paths; only the high-level output-tracing pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations; this is not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs. Mamba code is unrelated enough that they would not plausibly merge into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and different output-handling code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but for different architectures and logic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 and UperNet are separate model implementations; not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different forward/output plumbing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models; same broad theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 output tracing and speech-encoder-decoder model initialization are not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models with different output signatures; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model architectures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; only the generic tracing refactor overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are separate models with unrelated fixes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and output semantics." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different code paths; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and different output plumbing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs. Mamba are not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family tracing refactor vs. CodeGen tracing refactor; same umbrella theme, not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different implementation details." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated models." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and output APIs; not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are separate models; not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and different forward signatures." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything vs. SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same tracing style does not make them duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and output types." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-Encoder-Decoder and RWKV are unrelated model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different seq2seq wrappers and different changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and forward logic." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different output-tracing behavior." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and CodeGen are separate model code paths; not a duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Speech-Encoder-Decoder refactor is unrelated to a docs toctree cleanup." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Model code vs. documentation tree change; unrelated." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "UnivNet model refactor and docs navigation fix are not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "UperNet model output tracing and docs toctree edit are unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Timm backbone refactor and docs tree restructuring are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 31, + "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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "94bfab710ec792005bfcba60c51688ce378e6f6a35c9f9b3935e653701aca938", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) that only overlap on shared Transformers registry/docs boilerplate, not on the same underlying code path or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the strongest representative of the group: it is a complete model addition with a converter, image processing, tests, and substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the best standalone PR in the cluster because it appears the most mature and self-contained, with the broadest implementation coverage and most discussion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS); the overlap is only in shared auto-registry/docs scaffolding, not the same concrete change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); they share boilerplate registration files but implement unrelated models and code paths." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); shared files are generic framework wiring, so these should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "3223fd35de0bee1633b861124579c11bbc048018a12e8ba9acde65a9231df635", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related kernel/module-fusion feature PRs, but they are not the same change: one introduces a general Module Fusion API, while the other adds n-to-1 kernel fusion via KernelConfig and integration plumbing. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it defines the Module Fusion API and test coverage for the core abstraction, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the strongest single representative because it captures the underlying fusion framework rather than one specific KernelConfig-based application of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature work, but not the same underlying bug/change: #44979 adds the generic module-fusion API, while #45363 implements a specific n-to-1 kernel fusion path using KernelConfig and additional integration changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 31, + "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": "3800ec9860426b462576bbf2e1181386f6d44c420077faaba70c888580e1ad2a", + "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 fix the same Mistral regex patching AttributeError in the same file, with the later PR adding tests and essentially superseding the earlier one.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the stronger canonical PR because it contains the same code fix plus test coverage, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best overall PR candidate: same bug fix as the other PR, but with added tests and clearer validation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py; the diffs are nearly identical and 45317 just adds tests, so they could 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": 19, + "component_count": 31, + "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": "2a28d8278a2615594e60fefcc304494f3949cc813ad9f227123252b8f354328b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH PRs overlap in model/auto files, but they are not the same change: one is a focused inheritance/conversion-mapping refactor, while the other is a broader split into NemotronHDense/NemotronHSparse with docs, auto-registration, and tests.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete architecture change and likely subsumes the smaller NemotronH refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster: it introduces the actual model split and accompanying integration updates, whereas 45115 is only a partial refactor/mapping adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH/auto files are not enough here; 45115 is a narrow GraniteMoeHybrid-style refactor, while 45569 adds new dense/sparse model families, docs, and tests. They are different concrete changes and not a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 31, + "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": "5f03ad5e54d989f9991c6ce726b42429c91570ae5336bfbb1eaa6c86437b3b01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support built on top of that config work. They share files because the feature stack overlaps, but they address different layers of the implementation.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the broader umbrella PR: it touches model/runtime paths, cache/masking logic, and model-specific integration, so it is the most representative artifact for the overall heterogeneous-model feature.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the best single PR for the cluster because it covers the end-to-end feature beyond config plumbing and is the more complete implementation of the heterogeneous-model change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 is config plumbing for per-layer configuration, while 45332 adds model/runtime support that consumes that config. They could land separately and would not plausibly merge into 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": 31, + "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": "3e1f144bf868648314f3095a864e1a5095344c25ef104091ed4546eeaab960ec", + "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 PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep and config adjustment, while #45425 adds specific typing protocols/helpers for modeling utilities and related code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader, more representative typing sweep: it changes type-checking policy and touches many files across the codebase, making it the best umbrella representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best representative here because it is the most comprehensive typing change set; #45425 is a narrower follow-up focused on specific protocol/type aliases.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying changes: #45415 is a broad type-checking pass/config update across many files, while #45425 introduces specific typing protocols and aliases for modeling_utils/flash-attention code. Shared files alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 31, + "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": "eed21f2659c915a79ae3bee8bf27fae418738094a35fae1b6a6136d9a6298853", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a very high level: both address cached multi-token forward paths, but they target different model families and different concrete code paths. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45513 is the broader and more representative representative of the cluster theme, with a multi-model fix and test coverage around cached multi-token forward behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #45513 is the best representative artifact because it covers the broader cached-forward bug pattern across several models, whereas PR #46084 is a narrower Mamba2-specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and different bug surfaces: Qwen3.5/OLMo hybrid linear attention cached continuation vs. Mamba2 use_cache seq_len>1. Same broad theme, but not the same underlying 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": 23, + "component_count": 31, + "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": "9fbc35b7be2e29e5fea07113c9453fb2009648cac7434ad98f49005517bb7b2a", + "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 items are EP-related loading fixes, but they target different failure modes and code paths: one is about accelerate/DeepSpeed ZeRO-3 serialization and `has_ep`, the other about FSDP2 shard wrapping preventing expert parameters from being overwritten. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better canonical representative because it fixes the core parameter-loading path for distributed expert weights, with a concrete overwrite bug and broader applicability.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR in the cluster: it addresses a specific, user-visible corruption bug in distributed loading and changes the central loading flow rather than ancillary config behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but 45548 fixes accelerate/DeepSpeed ZeRO-3 config handling while 45662 fixes FSDP2 expert weights being overwritten during sharded parameter assignment. Different concrete bugs and merge targets." + } + ] + }, + "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": 31, + "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": "e06921dbc172ccd74e81d278ed1a901fadc92f3c24b9de4fa30872a77ae3a0be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs address the same xdist collision problem around captured_info debug artifacts; PR 45645 is the broader/superset fix, while 45639 is the narrower testing_utils-only version.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the strongest canonical PR because it includes the core xdist-safe output-file change plus the CI workflow update needed to read multiple captured_info artifacts, making it the most complete fix for the bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall representative since it covers the underlying artifact-collision bug and the downstream log-collection behavior needed to preserve debugging output in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete xdist collision in captured_info handling; 45645 is effectively a superset of 45639 and could plausibly subsume it into one 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": 25, + "component_count": 31, + "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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46229" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46229" + ], + "prepared_review_unit_hash": "79c94571d4082449d8b762c27ca3ac89046874d1e2d9ff2c2a3485be93d92794", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4356, + "estimated_input_tokens": 1089, + "estimated_eval_tokens": 2434 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4356, + "estimated_input_tokens": 1089, + "estimated_eval_tokens": 2434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds a Glm ASR auto-model mapping, while the other implements MTP generation support across several generation modules.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46229 is the better representative of the cluster because it is a substantive feature addition; PR 45670 is a narrow auto-mapping tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 46229 is the strongest standalone PR in this set: it introduces new MTP support across the generation stack, whereas PR 45670 is only a small model registry update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46229", + "accept": false, + "reason": "Different changes and code paths: 45670 updates AutoModel mappings for Glm ASR/Dia, while 46229 adds MTP candidate generation infrastructure. They do not fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 31, + "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-45720-4", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259", + "pull_request:46260" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46260", + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259", + "pull_request:46023|pull_request:46260", + "pull_request:46259|pull_request:46260" + ], + "prepared_review_unit_hash": "609518130b5514359a15110a99c43bdc187c59a0271d32e9d255748b2ddfc941", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 15130, + "estimated_input_tokens": 3783, + "estimated_eval_tokens": 7822 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 15130, + "estimated_input_tokens": 3783, + "estimated_eval_tokens": 7822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at the level of lint/modeling-rule infrastructure. Each one implements a different rule or touches a different model family, so none look like true duplicates; the overlaps are mostly docs, setup, and rules plumbing.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46023 is the most concrete standalone rule implementation in the set, with a focused code change and clear affected path; the others are separate rule additions rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46023 is the best representative of the cluster because it is a direct code-path fix rather than a broader rule/docs update, but it does not subsume the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46260", + "accept": false, + "reason": "Different rule/problem domains: TRF003 updates forward/return_dict handling in model forwards, while TRF017 targets do_* flag consumption in video/audio processors." + }, + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "TRF003 is about model forward tuple/return_dict behavior; TRF018 is a separate preprocessing-lint rule for image/video processors." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both are linter/modeling-rule PRs, but they implement different rules and affect different model families (TRF016 vs TRF018), so they are not the same change." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46260", + "accept": false, + "reason": "TRF016 covers dead do_* flags in image/video processor overrides, while TRF017 is a different rule for audio/video models; shared docs/rules files are incidental." + }, + { + "left": "pull_request:46259", + "right": "pull_request:46260", + "accept": false, + "reason": "TRF018 and TRF017 are distinct modeling rules with different affected model sets; this is only topical similarity, not a duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 31, + "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": 31, + "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": "8150aba2834f8d858efba5fbc7ad93faffb0b6e491853cdb04933d21a4eb573e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7332, + "estimated_input_tokens": 1833, + "estimated_eval_tokens": 3922 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7332, + "estimated_input_tokens": 1833, + "estimated_eval_tokens": 3922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are thematically similar SDPA-dispatch enablement patches, but they target different model implementations and code paths, so they should not be deduplicated into one change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the best cluster representative because it covers two closely related model variants (SeamlessM4T and SeamlessM4T v2) and includes corresponding tests, making it the most substantial and broadly representative SDPA-dispatch patch here.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest overall candidate because it has the broadest scope within the cluster and appears most complete from the diff preview (model code plus tests for both variants).", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but they apply to different model families (CTRL vs T5) with separate implementations; this is related work, not the same concrete bug/change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These touch different model code paths and variants; the shared goal of SDPA support is too broad to treat as one mergeable PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and SeamlessM4T/v2 SDPA dispatch are distinct model-specific changes, not the same underlying 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": 29, + "component_count": 31, + "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-46109-2", + "nodes": [ + "pull_request:46109", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:46109|pull_request:46151" + ], + "prepared_review_unit_hash": "7f051152d4f2a776f22cc1fd25170c5d1d7647143cf616075cbf4fd03f72c752", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4435, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4435, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one updates distributed trainer test parity across DDP/DeepSpeed/FSDP, while the other adds token-classification pipeline expectations for xpu. They touch different code paths and should be triaged separately.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46109 is the broader representative of the cluster, but it is not actually the same change as 46151; the two PRs address different test areas.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must represent the set, 46109 is the better fit because it is the more general distributed-trainer compatibility update and spans multiple test files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Different subsystems and objectives: distributed trainer parity tests vs token-classification pipeline expectations. No shared concrete bug or mergeable single PR scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "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": "708d70e43bdec435159b4efb926e2153c0ce40d21f31cb95717f5ad783dc9b16", + "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": "The two PRs overlap on distributed/Tensor Parallel files, but they are not the same change: #46126 is a focused EP + Trainer integration for router masking and MoE routing, while #46269 is a broad distributed branch-base PR spanning FSDP, loading, integrations, CI, and multiple models.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical PR for this cluster because it targets one concrete feature/change path (EP routing and Trainer integration) rather than a wide branch-base sweep.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative PR here: it is specific, coherent, and closest to a single mergeable code-path change. #46269 is too broad and serves more as a branch base than a duplicate of the EP integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: shared distributed filenames are incidental. #46126 implements EP router masking and Trainer integration, while #46269 is a large distributed base PR spanning many unrelated areas; they are not the same underlying fix/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": 31, + "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": "818eb753e0966bf5b329aee719ae0b0da5bf53ed5c47cfb3c9d11f95fb30d7cc", + "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 remove direct file-opening source reads, but they target different code paths and fixes: one in import_utils for package-resource traversal, the other in modeling_utils for attention-implementation detection. They are similar in technique, not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a narrower, well-scoped behavior change with an accompanying test update, whereas PR 46152 is a separate import-utils refactor around resource resolution.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone PR here: it targets one concrete heuristic in modeling_utils and includes tests, making it more self-contained and easier to review/land.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace file-open source inspection, but they fix different modules and different problems. The import_utils resource-traversal helper and the modeling_utils attention-implementation heuristic are not the same concrete bug and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/manifest.json b/snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d7c8f317ac02a021f4912969f3320d2ba9192e6a --- /dev/null +++ b/snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260529t000037z", + "artifacts": { + "hybrid": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-29T00:10:49Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260529T000037Z", + "variant": "hybrid" +} diff --git a/snapshots/20260529T000037Z/manifest.json b/snapshots/20260529T000037Z/manifest.json index c583a6a96f1a204527dcac10e9542beff36f6df4..556ab2f48a65a773768dd2d82c864a3fb311b63f 100644 --- a/snapshots/20260529T000037Z/manifest.json +++ b/snapshots/20260529T000037Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 187 }, "extracted_at": "2026-05-29T00:00:37Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260529t000037z", + "runs": { + "hybrid-model-20260529t000037z": { + "analysis_id": "hybrid-model-20260529t000037z", + "artifacts": { + "hybrid": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260529T000037Z/analysis-runs/hybrid-model-20260529t000037z/manifest.json", + "model": null, + "published_at": "2026-05-29T00:10:49Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260529T000037Z", "watermark": {