diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f262cbad1c48a8995074e07308f6880f8463464d..a57f7b6dc9de7634fd6a0ab00daf923a8d6e52eb 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": "20260528T120029Z", - "generated_at": "2026-05-28T12:12:30Z", + "snapshot_id": "20260528T180037Z", + "generated_at": "2026-05-28T18:13:49Z", "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 4dd09f72f8cc54330f81320023ba7a06b65f3465..d5e3e2f2f9f3c9d158632e499f7db731f9820497 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": "20260528T120029Z", - "generated_at": "2026-05-28T12:12:30Z", + "snapshot_id": "20260528T180037Z", + "generated_at": "2026-05-28T18:13:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -138,20 +138,20 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "f270fcaf8003e02597617bfd45fb5a51b4e0d409170c3bafa404b2b6be4686b6", + "prepared_review_unit_hash": "8a7ef66821dd624abf68f90222d32536212edf9c3c22825fa8d91b36b542ab26", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48409, + "serialized_chars": 48411, "estimated_input_tokens": 12103, "estimated_eval_tokens": 24462 }, @@ -160,531 +160,423 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and not a single duplicate set. The only clear duplicate families are the AutoTokenizer wrong-token-ID v5 regression and the near-identical DeepSpeed ZeRO-3 BERT index-out-of-bounds reports.", + "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 and most representative active report of the AutoTokenizer token-ID regression affecting multiple model families.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global issue anchor because it captures the widest version of the recurring tokenizer regression and is still open for follow-up.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 streaming/API failure vs config attribute error; not the same bug." + "reason": "Different failure modes: config attribute error vs streaming API crash." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model and hardware paths: AMD GPU failure vs MPS histogram/int error." + "reason": "Different hardware/backend failures; no shared concrete bug path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different multimodal dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different bugs: image preprocessor dtype mismatch vs AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related at a high level, but different models and code paths." + "reason": "Both are dtype/backend-related at a high level, but the concrete failure paths differ." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model failures; not the same concrete method/code-path bug." + "reason": "GPU/platform issue vs invalid method call in a different model." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different Qwen NVFP4 runtime issue vs GPT-OSS AMD GPU failure." + "reason": "Unrelated symptoms and models." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Export-to-ONNX issue vs FP8 config failure; unrelated bugs." + "reason": "Export bug vs FineGrainedFP8 failure; different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and CUDA assert during auto device map are unrelated." + "reason": "Different subsystems and failure signatures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; different problem types." + "reason": "Different topics: table QA crash vs outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup for v5 removals, but they refer to different removed items and not one concrete duplicate change." + "reason": "Both are docs cleanup, but they target different removed items." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug vs GenerationMixin import breakage; unrelated." + "reason": "ONNX export and GenerationMixin import error are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different failures: mask shape mismatch vs Gemma4 device mismatch." + "reason": "Mask/tensor shape mismatch is not the same as device-map forward mismatch." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking vs resume/trust-remote-code training issue; unrelated." + "reason": "Different problems: trainer embedding unpacking vs resume/trust-remote-code training." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are runtime IndexErrors, but different models and failure mechanisms." + "reason": "Different errors: ZeRO-3 empty tensor index vs mask/index shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading bugs." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different zero3/BERT init failure vs mask shape mismatch." + "reason": "Both are IndexError-like, but the failing paths are different." }, { - "left": "issue:43596", - "right": "issue:46165", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "BERT zero3 init bug vs training-resume/trust-remote-code issue; unrelated." + "reason": "Mask shape mismatch is unrelated to GPT-OSS TP failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl embedding vs training resume issue; unrelated." + "reason": "Qwen3-vl StopIteration vs training resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different tensor-shape versus trainer embedding issues." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "StableLmConfig padding regression vs training resume issue; unrelated." + "reason": "Config field regression vs resume-training failure." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor preset bug vs ModernBERT ONNX export bug; unrelated." + "reason": "Processor voice preset bug is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is zero3 index error; different bugs." + "reason": "Different DeepSpeed-related failures; one is collectives, the other is empty-tensor indexing." }, { - "left": "issue:34928", - "right": "issue:44805", - "accept": false, - "reason": "FSDP checkpointing recompute mismatch vs mask shape mismatch; unrelated." + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading bug on BERT-family models." }, { - "left": "issue:45859", - "right": "issue:45902", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Same model family, but CPU-offload incompatibility and uninitialized-memory materialization are different code-path problems." + "reason": "Detokenization regression is unrelated to LoRA merge/save inconsistency." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross_entropy call vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Different bugs: Liger kernel path vs GPT-OSS tensor-parallel failure." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:44292", + "right": "issue:44457", "accept": false, - "reason": "Different model/config errors: Gemma3TextConfig attribute vs Mistral tokenizer patch crash." + "reason": "Different model/runtime issue vs LoRA merge/save inconsistency." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Both Gemma4-related, but device mismatch and expensive reverse-embedding lookup are different issues." + "reason": "Both involve DeepSpeed, but the concrete errors and code paths differ." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error; unrelated." + "reason": "Checkpointing/FSDP recompute mismatch is not the same as mask/tensor indexing error." }, { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Different dtype/autocast issue vs GPT-OSS tensor-parallel issue." + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug around device/materialization handling of inv_freq." }, { - "left": "issue:44918", + "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking vs GPT-OSS TP bug; unrelated." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are runtime failures, but not the same model or code path." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different multimodal dtype issue vs MPS histogram int issue." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failure modes; not duplicates." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different model families and errors." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method vs MPS histogram int error; unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross_entropy issue vs TRL embedding unpacking; unrelated." + "reason": "Different model-loading and tensor-parallel failures." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 related, but the models and concrete failures differ." + "reason": "Activation checkpointing/FSDP bug is unrelated to CustomTrainer signature change." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different docs gaps about different removed v5 features." + "reason": "Both are v5 docs cleanup, but they refer to different removed docs surfaces." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model-specific issues; not the same bug." + "reason": "Different model families and different runtime failures." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Dtype/autocast issue vs MPS histogram int issue; unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TRL embedding unpacking vs MPS histogram int issue; unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different subsystems and failures; not a duplicate." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer signature change; unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation checkpointing/FSDP mismatch vs GenerationMixin import error; unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "AMD GPU model failure vs docs example drift; unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger kernel cross_entropy call vs tensor mask shape mismatch; unrelated." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Different model/runtime errors; not the same bug." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 loading issues, but Gemma3 and Bert failures are different concrete bugs." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "GPT-OSS AMD issue vs table QA crash; unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs problems, but they cover different pipeline/API removals." - }, - { - "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger kernel cross_entropy issue vs Qwen3-vl video StopIteration; unrelated." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Detokenization regression vs docs example drift; unrelated." + "reason": "Different backends and failure mechanisms." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID v5 regression across model families; 45920 is the broader report." - }, - { - "left": "issue:44863", - "right": "issue:46015", - "accept": false, - "reason": "NemotronH checkpoint loading bug vs outdated examples docs issue; unrelated." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Corrupted checkpoint report vs model implementation load bug; not the same issue." - }, - { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Qwen NVFP4 runtime error vs docs issue; unrelated." + "reason": "Torch compatibility issue is unrelated to NVFP4 runtime error." }, { - "left": "issue:43638", - "right": "issue:46165", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "DeepSpeed/BERT zero3 failure vs training resume/trust-remote-code issue; unrelated." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds failure, just described with slightly different model wording." + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS TP failure." }, { - "left": "issue:43596", + "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "BERT zero3 init bug vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Trainer embedding unpacking and GPT-OSS TP failure are different bugs." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Different model-specific failures and different code paths." + "reason": "Different model/runtime paths; only both touch alternate backends." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Liger kernel cross_entropy issue vs GPT-OSS TP issue; unrelated." + "reason": "Different models and failure surfaces." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "BERT zero3 init bug vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Different model families and error types." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "BERT zero3 init bug vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "No shared underlying bug beyond broad model inference failures." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Different model-specific failures and different code paths." + "reason": "Invalid method call vs MPS int histogram backend limitation." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different subsystems: Liger kernel loss call vs TRL embedding unpacking." + "reason": "Different code paths: Liger kernel vs TRL SFT embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Different ZeRO-3 failure modes and different models." + "accept": true, + "reason": "Same ZeRO-3 empty-index loading bug, with different BERT-family reproductions." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different doc gaps; not a single duplicate change." + "reason": "Docs cleanup for different removed features, not the same issue." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal issues; not duplicates." + "reason": "Different model/runtime failures." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different runtime errors and different models." + "reason": "Different backend-specific failures." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Different failures: TRL SFT embedding unpacking vs MPS histogram issue." + "reason": "Unrelated bugs." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different subsystems and symptoms; not a duplicate." + "reason": "Liger kernel cross-entropy call vs autocast dtype mismatch are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer signature break; unrelated." + "reason": "DeepSpeed collective mismatch and trainer signature regression are separate issues." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch vs GenerationMixin import error; unrelated." + "reason": "Activation checkpointing/FSDP bug is unrelated to GenerationMixin import breakage." }, { "left": "issue:45237", - "right": "issue:46015", + "right": "issue:45901", "accept": false, - "reason": "Model/runtime failure vs docs example drift; unrelated." + "reason": "Different tasks and different bug surfaces." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy issue vs shape mismatch error; unrelated." + "reason": "Different failures with no shared root cause." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime issues; not the same underlying bug." + "reason": "Different model-specific errors: missing config attribute vs cuda assert." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading issue vs BERT ZeRO-3 loading issue; similar area, different bug." + "accept": true, + "reason": "Same ZeRO-3 empty-index loading bug, with Gemma3 and BertModel as reproductions." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD failure vs table QA crash; unrelated." + "reason": "Different tasks and different bug surfaces." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different documentation updates for different removed APIs." + "reason": "Both docs-related, but one is about return_all_scores and the other about removed run command." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure vs Gemma4 device mismatch; unrelated." + "reason": "Processor failure and device-map forward mismatch are different bugs." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel issue vs Qwen3-vl video StopIteration; unrelated." + "reason": "Different subsystems and symptoms." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Detokenization regression vs docs drift; unrelated." + "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." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID regression across multiple model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint loading bug vs docs issue; unrelated." + "reason": "NemotronH checkpoint loading issue is unrelated to outdated examples." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint report vs model load bug; not the same issue." + "reason": "Corrupted checkpoint vs model implementation loading failure are not the same bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model runtime error vs docs issue; unrelated." + "reason": "Different runtime inference failure vs docs cleanup." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most items are clearly heterogeneous, and the two accepted duplicate families are well supported by the titles. The soft-edge rejections stay conservative, and the accepted pairs (45812/45920 and 43596/43638) look justified from the available evidence." + "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." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -792,268 +684,268 @@ "issue:43404|issue:45005", "issue:40990|issue:44960" ], - "prepared_review_unit_hash": "d83af649a88d0d52de6bb2587079d09172d244da442a6ae3b6ec33f4cbb98687", + "prepared_review_unit_hash": "233905b7780437cb7cede57bd9efa2855045b9546a268b9d050517e871145f26", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39127, - "estimated_input_tokens": 9782, - "estimated_eval_tokens": 19820 + "serialized_chars": 39129, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues. Several pairs are superficially similar around model loading, zero-3, tied weights, and custom-module handling, but they do not look like the same concrete bug/change, so I would not merge any of the soft edges.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45020 is the broadest and most umbrella-like report in the set: it captures a general regression class (\u2018recent transformers versions break models using remote_code\u2019), which makes it the best candidate to anchor this cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most reusable triage target because it is broad, regression-oriented, and likely to subsume multiple adjacent compatibility complaints better than the model-specific tickets.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both are model-specific config issues, but they involve different models and different attributes; too broad to be the same bug." + "reason": "Both mention sliding_window, but they affect different models and different failure modes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure vs table-question-answering crash; different feature areas and code paths." + "reason": "Completely unrelated: Whisper loading/run failure vs table-question-answering crash." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "One is a GLM-4.7-Flash load/test issue, the other a corrupted Ovis2 checkpoint; unrelated failures." + "reason": "Different models and symptoms; one is a unit-test load issue, the other a corrupted checkpoint." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both mention deepspeed zero-3 and out-of-bounds errors, but one is a mask-shape mismatch while the other is a Bert init/indexing failure." + "reason": "Both are zero3-related index errors, but the concrete errors and code paths differ." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility is not the same bug as the pydantic PretrainedConfig regression." + "reason": "General compatibility complaint vs a pydantic PretrainedConfig regression; not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility/runtime complaints, but one is a zero-3 BertModel init problem and the other is a torch/transformers version mismatch." + "reason": "Different problems: DeepSpeed zero3/Bert index error vs torch/transformers version incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crashing are different symptoms and code paths." + "reason": "Different features entirely: detokenization bug vs table QA task crash." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure does not match the PretrainedConfig field regression." + "reason": "No shared underlying bug; Whisper runtime failure and pydantic config breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." + "reason": "Same model family and chat API, but the failures are not clearly the same concrete code-path bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different models and unrelated failure modes." + "reason": "Unrelated model-load failure vs table-question-answering crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and different underlying issues (config attribute vs device mismatch)." + "reason": "Both involve Gemma-related models, but one is a sliding_window config issue and the other is a device mismatch." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and an MPS histogram kernel issue are unrelated." + "reason": "Chat streaming failure and MPS histogram issue are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug vs corrupted checkpoint; not the same problem." + "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint; different root causes." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped-mm tracing failure and an MPS int kernel limitation are different code paths." + "reason": "Different failures in different subsystems; grouped_mm tracing is not the same as an MPS Int histogram error." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both mention dtype/precision, but they are different models and different execution contexts." + "reason": "Both mention dtype-related problems, but they are different models and distinct execution paths." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure and template-node compilation error are unrelated." + "reason": "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 config errors." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "A package-version incompatibility is not the same as a Gemma4 device-map mismatch." + "reason": "Version incompatibility vs device mismatch; not the same underlying bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are zero-3 related index errors, but they affect different models and appear to stem from different failure conditions." + "reason": "Both are index-out-of-bounds style errors, but the tensors, models, and trigger conditions differ." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx after v5 update is a different regression than the PretrainedConfig pydantic issue." + "reason": "Both concern config changes in v5, but one is pad_token_idx and the other is pydantic PretrainedConfig handling." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are distinct requests/issues." + "reason": "Different models and problems: PaddleOCR-VL loading vs GGUF/gpt-oss support." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel support." + "reason": "Grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model bug are different code paths." + "reason": "OOM under int4 quantization and tied-weights translation-model issues are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat API failure are unrelated." + "reason": "Different models and code paths: autocast dtype mismatch vs streaming chat API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling is separate from the PretrainedConfig field regression." + "reason": "Unexpected _is_hf_initialized argument and pydantic field regression are separate config/load issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF support and Qwen3.5 streaming chat failure are unrelated." + "reason": "GPT-OSS support request and Qwen3.5 streaming chat failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Broad remote_code breakage and a specific torch/transformers version mismatch are different issue classes." + "reason": "Remote_code breakage and torch/transformers incompatibility are different classes of issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not the same as the pydantic PretrainedConfig issue." + "reason": "Sliding_window bug and pydantic config-field breakage do not share a concrete code path." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing and missing Float8 storage are unrelated runtime issues." + "reason": "Different runtime failures: torch dynamo grouped_mm vs missing Float8 storage object." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Different models and different zero-3 error shapes; not one underlying bug." + "reason": "Both mention zero-size/index errors, but one is mask shape mismatch and the other is a different zero3/Bert loading failure." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern siglip2 quality/behavior, but one is an embedding-quality complaint and the other is an AutoModel/pipeline result bug." + "reason": "Same model family, but one reports worse embeddings and the other nonsensical pipeline output; not enough to confirm the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized inv_freq memory are distinct bugs." + "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct issues." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers incompatibility." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Gemma/Mistral image-text dtype mismatch and Qwen3.5 TRL embedding unpacking are different failures." + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3.5/TRL embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error and Qwen3.5 embedding unpacking are unrelated." + "reason": "FSDP weight-dimension error and Qwen3.5 SFT embedding issue are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate problems." + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback gating are different code paths." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both touch custom-module loading, but one is a leaf-directory cache collision and the other is wrong-module selection after save_pretrained; not the same concrete bug." + "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." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they concern different model classes and likely different fixes; too broad to merge." + "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": "High perplexity on gpt-oss-20b and a GLM5 issue are unrelated." + "reason": "Completely unrelated: gpt-oss perplexity regression vs GLM5 issue." } ] }, @@ -1072,8 +964,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -1167,9 +1059,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -1415,8 +1307,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -1507,9 +1399,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -1737,8 +1629,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -1829,9 +1721,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -2053,8 +1945,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -2147,9 +2039,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -2389,8 +2281,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -2481,9 +2373,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -2717,8 +2609,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -2807,9 +2699,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -3028,8 +2920,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -3121,9 +3013,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -3333,8 +3225,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -3422,9 +3314,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -3637,8 +3529,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -3727,9 +3619,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -3948,8 +3840,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -4043,9 +3935,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -4288,8 +4180,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -4376,9 +4268,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -4582,8 +4474,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -4671,9 +4563,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -4889,8 +4781,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -4977,9 +4869,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -5186,8 +5078,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -5275,9 +5167,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -5484,8 +5376,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -5573,9 +5465,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -5788,8 +5680,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -5882,9 +5774,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -6118,8 +6010,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -6207,9 +6099,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -6505,14 +6397,14 @@ "issue:43643|issue:44561", "issue:43577|issue:45588" ], - "prepared_review_unit_hash": "48341bb8404662b4cdb453bb2ae411495b50b2dcfb7b87cd52753c238fade7bd", + "prepared_review_unit_hash": "c9f95305bb61924128445043ae2d4669fa0efe0c84108a2f9107ef3144e0b9d3", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -6527,198 +6419,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated Transformers bugs and regressions. The proposed soft pairs mostly share only a broad subsystem label (tokenizers, processors, generation, loading, or trust_remote_code) but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 load-time IndexError vs trainer.evaluate() after train." + "reason": "Different failures: DeepSpeed ZeRO-3 load-time IndexError vs trainer.evaluate() post-train behavior." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Unrelated bugs: gguf_file loading regression vs Blip2 dtype staying float32." + "reason": "One is gguf_file/tokenizer-model loading breakage; the other is Blip2 dtype propagation staying float32." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "No same code path; one is a reproduction of an old issue, the other is a Gemma pipeline roundtrip/tokenization problem." + "reason": "Unrelated bugs: isolated reproduction of an older issue vs Gemma pipeline roundtrip on \u2581." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is serialization-by-device and the other is translation-model behavior in v5; not the same bug." + "reason": "Both involve tied weights, but one is serialization inconsistency and the other is translation-model loading behavior in v5." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both concern tokenizer loading, but one is gguf_file support and the other is offline model_info() usage in a regex patch." + "reason": "Different code paths: gguf_file loading failure vs unconditional model_info() call breaking offline mode." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Completely different issues: Gemma 4 processor import regression vs Windows ROCm torch.distributed import/type failure." + "reason": "Gemma processor import dependency issue vs Windows/ROCm torch.distributed import problem." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different features and symptoms: DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling." + "reason": "DAC forward/from_latents mismatch is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and failures: trainer lifecycle vs Gemma4 device-mapping mismatch." + "reason": "Trainer evaluation bug vs Gemma4 PLE device placement mismatch." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "No overlap beyond being model-related; segmentation-map processing vs Qwen2-VL multi-GPU training." + "reason": "Void segmentation map processing is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: processor.tokenizer access/images-to-tokenizer breakage vs Kimi-K2.5 codec/fix_mistral_regex behavior." + "reason": "Processor.tokenizer regression with images is not the same as Kimi tokenizer codec/regex handling." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Save-pretrained shard-size question is unrelated to AutoProcessor kwargs propagation to cached_file." + "reason": "save_pretrained shard-size policy is unrelated to AutoProcessor forwarding kwargs to cached_file." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but one is special-token registration/decode output and the other is an AttributeError in MLukeTokenizer tasks." + "reason": "Both are tokenizer bugs, but BigBird special-token registration and MLuke task AttributeError are different failures." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer loading failures with different models and causes." + "reason": "MLuke tokenizer task error and AutoTokenizer loading FastSpeech2ConformerTokenizer are different loader/runtime issues." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both backend-related, but one is missing TensorFlow backend state and the other is an unsupported tensorflow_text backend mapping." + "reason": "TensorBoard-without-TensorFlow backend error is not the same as tensorflow_text being missing from BACKENDS_MAPPING." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Different apply_chat_template crashes: batched padding=False vs assistant tool-call messages without content." + "reason": "Same API surface, but batched padding=False crash differs from tool-call assistant-message crash." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different model classes and failures: zero probabilities in SigLIP2 vs processor/tokenizer regression in v4.57.5." + "reason": "SigLIP2 zero probabilities are unrelated to processor.tokenizer/image-passing regression." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer issues, but one is BigBird special-token registration and the other is mdeberta BOS/EOS addition in v5." + "reason": "Special-token decode bug in BigBirdTokenizer is distinct from mdeberta BOS/EOS not being added." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different bugs: BLIP2 dtype casting vs RTDetrV2 output changes in Transformers v5." + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are different model behaviors and code paths." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both generation/cache related, but one is chunked generation with compiled forward and the other is Qwen3 modular recurrent-state reset." + "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 recurrent states resetting under cache." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization/loading problems: unexpected position-id keys vs sinq quantization roundtrip breakage." + "reason": "Unexpected position-id key handling differs from quantized-model save/load breakage." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-loading regressions, but one is offline model_info() access and the other is a specific EMBEDDIA/est-roberta load failure." + "reason": "Offline-mode mistral regex patch issue is different from tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model are unrelated." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to MacOS bus error loading a community CLIP model." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model-specific issues: sliding_window in Qwen3-MoE vs loading MobileLLM-125M key error." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading facebook/MobileLLM-125M." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Different failures: BigBird special-token decode bug vs DiaConfig losing custom token IDs after save/load." + "reason": "BigBird special-token decode bug and DiaConfig losing custom token IDs are different save/load issues." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Different problems and code paths: auto device mapping cuda assert vs a reproduction of another issue." + "reason": "A800 auto device-map cudaErrorAssert is unrelated to the isolated reproduction issue." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but compiled-forward chunking and Qwen3.5 flash-attention failures are not the same concrete bug." + "reason": "Compiled-forward chunked generation instability is not the same as flash-attention generation failure in Qwen3.5." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs DiaConfig save/load token-id loss." + "reason": "torch.compile SDPA failure is unrelated to DiaConfig token ID persistence." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Completely different: Bamba compile/SDPA issue vs tokenizer task AttributeError." + "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different runtime failures: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "Qwen3.5 flash-attention generation bug is different from FP8 inference failure on B200." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking models." + "reason": "Missing fields in AutoConfig with trust_remote_code is not the same as removing is_torch_fx_available breaking remote-code models." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Different code paths: BLIP2 dtype loading vs flash_attention.py crash on s_aux=None." + "reason": "Blip2 dtype issue is unrelated to flash_attention.py crashing on s_aux=None." } ] }, @@ -6737,8 +6629,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -6829,9 +6721,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -7056,8 +6948,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -7145,9 +7037,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -7360,8 +7252,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -7452,9 +7344,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -7766,14 +7658,14 @@ "issue:43335|issue:43550", "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "aa067815102bf5afc9630624fa74b6d56f6b27f7fd14f25c43ad07fff86b5532", + "prepared_review_unit_hash": "483d01b9eed37be25d4e80be7df55f4f01dd6154c63ba04ea1b92cad34f890ba", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -7788,205 +7680,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs span unrelated import errors, model-specific regressions, processor bugs, docs issues, and performance/OOM reports. None look like the same concrete underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No clear duplicate cluster exists; if a representative issue must be chosen, issue 44521 is the most active open item with the broadest follow-up potential around `apply_chat_template` multimodal behavior.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best representative because it is open, has the most discussion/inbound interest, and concerns a user-facing multimodal templating path likely to draw continued attention.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different bugs: Perceiver non-default resolution failure vs RT-DETR memory not being released." + "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR memory reclamation." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different failure modes: torch.compile+SDPA crash vs gradient growth under ZeRO-3." + "reason": "Bamba torch.compile/SDPA bug and ZeRO-3 gradient growth are unrelated training issues." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Different problems: lm_head serialization/tied weights vs LoRA merge collapse with extended vocab." + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse; different bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class (`pad_token_id` missing) but different model families and config paths; not the same bug." + "reason": "Same symptom class, but different model configs and no clear evidence of one shared underlying bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Import helper removal/import error vs meta-device loading regression; different code paths." + "reason": "Flash-attention import error and meta-device loading regression are different root causes." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Unrelated issues: batched video processor shape vs tensor-parallel OOM." + "reason": "Video batch shape bug vs Qwen2-57B tensor-parallel OOM are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/platform issues, but they involve different backends and different root causes." + "reason": "Both touch import_utils backends, but flash_attn KeyError and tensorflow_text mapping error are separate issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import error for a VL model class vs incorrect detokenization in DeepSeek coder; unrelated." + "reason": "Missing import for a model class vs a detokenization regression are not the same defect." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path trailing-slash warning vs GPT-oss-20b CUDA OOM; unrelated." + "reason": "Trailing-slash local model warning is unrelated to GPT-oss out-of-memory." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype regression in eval vs Qwen3 MoE memory inefficiency; different bugs." + "reason": "Dtype drift between train/eval and MoE memory usage are different problems." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs `return_tensors` being ignored with `text_kwargs`; different processors and behaviors." + "reason": "Beit label reduction bug and return_tensors being ignored are unrelated processor issues." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen2.5-VL import error are different model-specific failures." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs stale GraniteSpeech CI test; unrelated." + "reason": "BigBirdTokenizer special-token registration bug and GraniteSpeech CI test staleness are not the same bug." }, { "left": "issue:38175", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is HF/JAX parity mismatch; not the same concrete bug." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch; the zero-probability report is a symptom of the HF-vs-JAX discrepancy." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different ASR/tokenizer issues: FastSpeech2ConformerTokenizer load failure vs Wav2Vec2 save/tokenization failure." + "reason": "FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are separate tokenizer bugs." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization bug vs import_utils flash_attn KeyError on Python 3.13; unrelated." + "reason": "DeepSeek detokenization and flash_attn import-utils KeyError are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer / image-passing regression is not the same as SigLIP2 implementation discrepancy." + "reason": "Processor/tokenizer regression for custom model code is not the same as the SigLIP2 parity issue." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different removed/missing import_utils symbols (`is_torch_fx_available` vs `is_falcon_mamba_ssm_available`) and different breakages." + "reason": "Missing two different import_utils helpers; same file, but distinct API gaps." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different missing symbols/models; not one underlying bug." + "reason": "Different missing-import symbols and different model families." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output discrepancy and RT-DETR memory retention are unrelated." + "reason": "SigLIP2 output bug and RT-DETR memory leak are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both hit `apply_chat_template`, but one crashes on batched padding=False and the other returns zero assistant masks; different bugs." + "reason": "Same processor family, but one is a batched padding crash and the other is assistant-mask corruption; not clearly the same root cause." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio sampling-rate default bug vs batched video input shape bug; unrelated." + "reason": "Audio sample-rate default bug and video batch-shape bug are unrelated processor issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs FP8 inference failure on B200; different hardware/runtime issues." + "reason": "Qwen3 auto device-mapping assert and FP8 inference failure on B200 are different hardware/runtime problems." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import-time/platform problems, but the affected dependencies and failure points differ." + "reason": "flash_attn import mapping issue and Windows ROCm torch.distributed dependency failure are separate import problems." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC quantization/STE mismatch vs GraniteSpeech CI device override test; unrelated." + "reason": "DAC forward/from_latents mismatch and GraniteSpeech CI test staleness are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size bug vs AMP float16 loss crash; different subsystems and causes." + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different code-path failures." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different pipelines and different deprecated parameters." + "reason": "Both are docs issues, but they cover different pipeline pages and different deprecated options." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent conversion mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + "reason": "Different models/helpers and different symptoms; no shared underlying bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Audio feature-extractor regression vs Whisper empty-transcription generation bug; different code paths." + "reason": "LasrFeatureExtractor crash and Whisper empty-transcription bug are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration bug vs Bamba torch.compile+SDPA failure; unrelated." + "reason": "SwitchTransformers sparse-layer creation and Bamba compile/SDPA failure are different bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a missing flash-attn helper vs generic Torch 2.10 incompatibility; not the same issue." + "reason": "Flash-supports-window-size import error and Torch 2.10 incompatibility are separate compatibility issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8084,14 +7979,14 @@ "issue:42490|issue:43854", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "373ada10a182d310e21ab9cfdb9b2bf2ad9c89d60e1be3867e7f6829bef5543b", + "prepared_review_unit_hash": "2f5b40bdda4589b893130cb4c5ec9051d18bf0d1d6a36ae430ea6b39edbf2c7b", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -8106,204 +8001,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items in this cluster are unrelated bug reports that only share broad Transformers subsystem vocabulary. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression: issues 45310 and 45478. No pull requests are present.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the clearest canonical issue because it is the earlier report for the same Qwen3.5 Moe from_pretrained failure on transformers>=5.4.0, and 45478 is a near-verbatim follow-up of the same bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best issue to keep as the representative duplicate target: it matches 45478 exactly on the failing model/version and appears slightly earlier and more canonical.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection bugs: AMP/CUDA loss crash vs auxiliary-loss omission when denoising is off." + "reason": "Different bugs: one is an AMP/CUDA crash in LwDetrImageLoss, the other is missing auxiliary losses in D-FINE." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Unrelated code paths: CPU offload/device mismatch in Bark vs a qwen3_omni_moe feature-length helper." + "reason": "Different model paths and symptoms: CPU-offload device mismatch vs a feature-length helper behaving unexpectedly in qwen3_omni_moe." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "One is a Janus image generation test failure; the other is a paged generate warning for num_return_sequences." + "reason": "Janus image-generation test failure and a stale `num_return_sequences` warning are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and failures: Pegasus v4/v5 output drift vs Qwen3 recurrent-state reset with cache." + "reason": "Different code paths: Pegasus output drift across v4/v5 vs Qwen3 recurrent-state reset with cache." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse is unrelated to the 2^24 categories runtime limit." + "reason": "LoRA/tied-embedding collapse is unrelated to the category-count limit error." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are separate features/paths." + "reason": "Different failures: chat-template tool-call handling vs qwen2.5-vl video position IDs." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids issue is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Gemma4 token-type defaults and flash-attention sinkless-model `s_aux=None` handling are separate issues." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are different problems." + "reason": "One is a SwitchTransformers config bug; the other is BigBirdTokenizer special-token registration/decoding." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature extractor center-arg regression is unrelated to Gemma4 PLE device mismatch." + "reason": "Both mention model/runtime behavior, but one is an unsupported `center` arg crash and the other is a Gemma4 device-mismatch forward bug." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base_model_prefix loading breakage is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Both are loading errors, but the causes differ: `base_model_prefix` handling vs a concrete Qwen3-VL weight-shape mismatch." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and stale GraniteSpeech device-override test are different bugs." + "reason": "A torch.compile/SDPA failure and a stale CI device-override test are not the same underlying bug." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but for different missing symbols and different modules/causes." + "reason": "Missing `_flash_supports_window_size` import and missing `HybridCache` import are distinct API/export regressions." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 indentation/JIT parsing issue is unrelated to the qwen3_omni_moe helper behavior." + "reason": "Python 3.13 import parsing issue vs qwen3_omni_moe feature-length helper behavior; different failures." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC from_latents/STE mismatch has nothing in common with position-id key warnings." + "reason": "DAC forward/from_latents mismatch is unrelated to the position-id key warning." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer creation bug in SwitchTransformers is unrelated to BEiT semantic-segmentation legacy-field loading." + "reason": "SwitchTransformers sparse-layer construction and BEiT semantic-segmentation legacy-field loading are different problems." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention sinkless-model crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are distinct." + "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." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate failure modes." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are unrelated CI/runtime issues." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task warning regression." + "reason": "Embedding dtype drift during evaluate and a pipeline warning about translation tasks are separate regressions." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric gathering drops tuple labels, while BeitImageProcessorFast reduce_labels returns only one label; not the same bug." + "reason": "Both concern labels, but one is `gather_for_metrics` dropping tuple labels and the other is BeitImageProcessorFast `reduce_labels` returning only one label." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper are unrelated." + "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 without protobuf and missing is_falcon_mamba_ssm_available are different import_utils issues." + "reason": "Tokenizer error masking with protobuf absent is unrelated to a missing import export for `is_falcon_mamba_ssm_available`." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to BEiT fast processor label reduction." + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation example errors do not match the position-id warning issue." + "reason": "A documentation/example failure and a model position-id warning are not the same bug." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete bug: Qwen3.5 Moe from_pretrained fails on transformers>=5.4.0; 45478 is a duplicate report of 45310." + "reason": "Same bug: both report the Qwen3.5 Moe `from_pretrained` failure on transformers>=5.4.0." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weights loading and GraniteSpeech stale device override are unrelated." + "reason": "BitNet packed-weight loading and a GraniteSpeech stale device-override test are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are different code paths." + "reason": "Tokenizer added-space behavior and embedding reinitialization after resize are different tokenizer/model-initialization bugs." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regressions are distinct model behaviors." + "reason": "Both are output differences in v4 vs v5, but they affect different models and likely different tokenizer/model code paths." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to GraniteSpeech device override failures." + "reason": "SwitchTransformers config creation and a GraniteSpeech CI device-override issue are unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Config-layer creation bug is unrelated to bfloat16 dtype mismatches in inference." + "reason": "SwitchTransformers sparse-layer config and dtype mismatches in bfloat16 inference are different failures." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Slash-path import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading errors are not the same underlying issue." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device mismatch in Bark CPU offload is not the same as LwDetrImageLoss crashing under float16 AMP." + "reason": "Both are device/runtime crashes, but they affect different models and mechanisms: CPU offload mismatch vs AMP/CUDA loss crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only strongly supported duplicate pair is 45310/45478, which have identical titles and clearly describe the same Qwen3.5 MoE from_pretrained regression. The other soft-edge verdicts are conservative and generally supported by the issue titles, and the note that there are no PRs is correct." + "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." }, "evaluator_used": true, "retried": false, @@ -8319,8 +8214,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -8410,9 +8305,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -8631,8 +8526,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -8723,9 +8618,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -8950,8 +8845,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -9036,9 +8931,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -9316,14 +9211,14 @@ "issue:44190|issue:44496", "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "c2dabccf7bf08a3a55d78aba11249d3ad6762f50c5895b50c9a25c9c0c98a0ff", + "prepared_review_unit_hash": "4e92b18549b613b160a1c63d0282fdd24f7e88c8bf4feeee2d2bd6be1b84b989", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -9338,174 +9233,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous Transformers issues with only loose thematic overlap around loading/config/serialization. No pair appears to be the same underlying bug or change, so I rejected all soft edges. If a single representative issue is needed, the broadest fit is the from_pretrained/save_pretrained roundtrip issue.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45698 is the broadest and most representative open issue in the set: it concerns a general from_pretrained/save_pretrained loading-path bug, has inbound references, and is more central than the narrower model-specific or config-specific reports.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best single issue to represent the cluster because it is general enough to anchor a serialization/loading regression theme, whereas the others are mostly unrelated one-off model, backend, or training failures.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Different subsystems and symptoms: DeepSpeed/optimizer OOM vs TrainerState token counter not updating." + "reason": "Different bugs: DeepSpeed/Adafactor OOM versus TrainerState token-count bookkeeping." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to quantization offloading behavior." + "reason": "Both are training/runtime problems, but one is gradient checkpointing in eval mode and the other is quantization offloading; different code paths." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API issues, but they affect different fields and different model families; not the same bug." + "reason": "Both mention config APIs, but they are different model-specific missing-field issues (Gemma3TextConfig vs Llama4Config pad_token_id)." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Different multimodal/chat-template regressions with different failure modes and code paths." + "reason": "Unrelated regressions: video input handling for Qwen VL families versus chat template crashes on tool-call assistant messages." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model-loading/divergence bugs; one is a loading failure, the other is implementation parity with remote code." + "reason": "Different model-loading failures: Phi-4 multimodal load breakage versus DeepSeekV3MoE implementation divergence." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "BitNet accelerate-loading/unpacked-weights bug is unrelated to AutoTokenizer failing to load a FastSpeech2 tokenizer." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but for different root causes and versions; not plausibly one merged fix." + "reason": "Both are loading regressions, but they concern different breakpoints and causes (Llama 3.2 Vision loading vs base_model_prefix handling)." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend inclusion problem is unrelated to a missing utility symbol in import_utils." + "reason": "Different backend/import issues: missing tensorflow backend in install extras versus a missing import_utils symbol for falcon mamba ssm." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are distinct failure classes." + "reason": "Trainer GPU broadcast TypeError is not the same as deepspeed+Adafactor OOM." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer-loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Tokenizer load failure versus a Fuyu tensor-conversion exception-handling bug; unrelated fixes." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Different model-specific runtime bugs: torch.compile/SDPA vs recurrent state reset with cache." + "reason": "Both involve model behavior, but one is torch.compile/SDPA failure and the other is recurrent-state reset logic with cache." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen models, but one is a weight-shape mismatch and the other is a bad checkpoint save regression." + "reason": "Qwen3-VL shape-mismatch loading bug is distinct from Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model parity discrepancy and docs pipeline-removal cleanup are unrelated." + "reason": "Model implementation mismatch versus documentation still referencing removed pipeline() APIs; not the same bug." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Different loading failures: multimodal model breakage vs GenerationMixin import path regression." + "reason": "Version-related breakages, but one is model loading and the other is an import error for GenerationMixin." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both mention config structure, but one is a field-discrepancy issue and the other is missing text_config unwrapping in composite multimodal configs." + "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." }, { "left": "issue:45290", "right": "issue:46209", "accept": false, - "reason": "Chat template crash is unrelated to FP8 inference failure on B200 hardware." + "reason": "Chat-template tool-call crash and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression is not the same as the attention-kernel divergence under torch.compile." + "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are different issues." + "reason": "Quantization offloading behavior and Gemma eos_token_id configuration mismatch are different issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load paths, but one is dequantized model saving and the other is custom-module loading after save_pretrained." + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config persistence problems, but they involve different mechanisms and model classes." + "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": "Model loading regression and missing BACKENDS_MAPPING entry for tensorflow_text are unrelated." + "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 has no relation to Qwen video-input regression." + "reason": "patchtsmixer post_init validation and Qwen video-input regression are unrelated." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token insertion bug and sequence-classification zero-loss bug are different code paths." + "reason": "Tokenizer special-token insertion bug is unrelated to the degenerate zero-loss classification issue." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 decorator parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + "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": "DeepSpeed optimizer OOM and multimodal model loading regression are not the same bug." + "reason": "Adafactor OOM in deepspeed is not the same failure as model loading breaking for Llama 3.2 Vision." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Very different problems: low-information issue title vs Gemma tokenization roundtrip failure." + "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 an example script is unrelated to model-type recognition for an OLMo checkpoint." + "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." } ] }, @@ -9606,14 +9507,14 @@ "issue:43232|issue:43388", "issue:43504|issue:45698" ], - "prepared_review_unit_hash": "79bf1557f817774166aa57d2a9eefb70e976ea4be07aee7b1cc7bc80edd03a05", + "prepared_review_unit_hash": "a6a50abda088078dca3040372236716688ae7a9572c82b860d0473c635421c2b", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -9628,174 +9529,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated standalone issues spanning different models, pipelines, and backend/runtime regressions. None of the soft pairs look like true duplicates or the same concrete fix path, so all soft edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue 45698 is the most broadly framed open regression and the most representative of a general load/save model-resolution problem.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best cluster representative: it is open, broadly applicable, and concerns a common from_pretrained/save_pretrained failure mode rather than a model-specific edge case.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Different failures: pipeline output nesting vs missing PyTorch import." + "reason": "Different problems: pipeline top_k output shape vs missing PyTorch import." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both touch v5 regressions, but one is custom processor/tokenizer access and the other is a pipeline error message issue." + "reason": "Different code paths: processor/tokenizer regression vs pipeline translation task messaging." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA OOM for a model versus checkpoint key mismatch during resume are unrelated." + "reason": "Unrelated: torch.compile/SDPA failure vs checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and TP load OOM are different code paths and symptoms." + "reason": "Both mention large-model/parallelism pain, but the failures differ: 3d_parallel execution vs tensor-parallel OOM." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "Device-mismatch under CPU offload is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve video/vision processors, but the concrete bugs differ: video input validation vs batched chat template padding behavior." + "reason": "Both involve Qwen video/processor flows, but one is a video-processing ValueError and the other is batched chat-template padding behavior." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API discrepancy for Gemma3 text config is unrelated to image preprocessor/model dtype mismatch." + "reason": "Different models and bugs: Gemma3TextConfig API mismatch vs Mistral3 image preprocessor dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "EOS token config mismatch and empty-transcription generation failure are different problems." + "reason": "Token ID configuration inconsistency is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and janus image-generation test failure are unrelated." + "reason": "Completely different models and failure modes: ESM2 breakage vs janus image-generation test failure." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Different config issues: one API inconsistency, one strict config loading failure." + "reason": "Both are config-related, but one is an API discrepancy and the other is strict config loading for granite_speech." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Deepspeed AdaFactor OOM is not the same as embedding resize reinitialization." + "reason": "Different training/model issues: DeepSpeed Adafactor OOM vs embedding reinitialization on resize." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP load OOM and a model-loading key error are distinct failure modes." + "reason": "Both are loading/runtime issues, but one is tensor-parallel OOM and the other is a key error loading MobileLLM." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed, but one is OOM during optimization and the other is double optimizer stepping." + "reason": "Same broad optimizer/DeepSpeed area, but one is OOM and the other is double optimizer.step invocation." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is unrelated to Windows ROCm import/dependency issues." + "reason": "Unrelated: bare except in tensor conversion vs Windows/ROCm distributed import/type error." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 weight tying and FlashAttention failures are separate bugs." + "reason": "Related to Mistral-family models, but different concrete bugs: untied lm_head weights vs FlashAttention failure." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression does not match an EOS token configuration inconsistency." + "reason": "Different regression types: custom processor/tokenizer access vs eos_token_id inconsistency." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a model implementation issue, not the same as Sam3Video OOM." + "reason": "Same SAM 3 area, but dummy Conv2d in a decoder is not the same as CUDA OOM in video inference." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline choosing image processors and a missing vision encoder attribute are different defects." + "reason": "Different pipelines/components: video-classification processor lookup vs Sam3VisionEncoderOutput attribute error." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers 5 custom initialization breakage is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Both are model/config regressions, but one breaks custom initialization and the other silently resets rotary_pct on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF loading regression and unrecognized model/config.json validation are not the same bug." + "reason": "Different loading failures: gguf_file handling vs missing model_type in config.json." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token mismatch and quantized model save/load breakage are different persistence/config issues." + "reason": "Token ID config mismatch is unrelated to quantized save/load breakage." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIP hidden_states regression and Qwen video-input regression affect different models and code paths." + "reason": "Both are v5 vision/video regressions, but they affect different models and different forward paths." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Different behaviors: LoRA/extended-vocab collapse vs mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx and tensorflow_text backend mapping are unrelated config/import issues." + "reason": "StableLm config field regression is unrelated to tensorflow_text backend mapping." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend handling is unrelated to a missing import_utils helper." + "reason": "Different backend/import issues: TensorBoard-without-TF vs missing falcon mamba availability helper." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync and metric gathering label truncation are different distributed-training bugs." + "reason": "Generation kwarg sync bug is unrelated to gather_for_metrics dropping tuple label elements." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field loading in Beit semantic segmentation is unrelated to incorrect custom module resolution after save/load." + "reason": "Both involve loading/saving, but one is a legacy preset field issue and the other is wrong custom-module resolution after save/load." } ] }, @@ -9900,14 +9801,14 @@ "issue:44112|issue:45600", "issue:46082|issue:46121" ], - "prepared_review_unit_hash": "f6aeace59e45c407cce127fad06c174fe09770a3aeb2a8f2f29738bdd417745e", + "prepared_review_unit_hash": "9702ec88d74c7e4ed51b6203b0aadedbba142145a0f89f3e0f1ced6617e027b7", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -9922,192 +9823,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the soft-similarity pairs share broad themes (generation, multimodal, config, CI) but do not look like the same underlying bug or change. The only near-duplicate in the item set is the non-persistent buffers regression (43644/44534), which is the best anchor issue, but none of the provided soft edges should be merged.", + "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": "issue:43644 is the clearest and earliest report of the recurring 'non-persistent buffers filled with junk' regression, and issue:44534 is effectively a reworded follow-up of the same bug.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best cluster anchor because it has the most precise title and a direct duplicate-style re-report exists in the set; it is the strongest representative of the only obvious duplicate theme here.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both mention model init/post-init behavior, but one is about optional post_init in patchtsmixer and the other about non-persistent buffers being initialized with junk; different bugs." + "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 involve cache/state handling, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5; not the same code-path failure." + "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", "accept": false, - "reason": "Different subsystems and symptoms: CLIP vision hidden_states output vs load-balancing loss computation in router logits." + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs load-balancing loss omission when router logits are disabled." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Both are generation failures, but they affect different models and appear to come from different mechanisms (test failure vs flash-attention behavior)." + "reason": "Different failure modes and models: a janus test failure vs Qwen3.5 flash-attention generation problems." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Completely different issues: Sam3Video OOM versus Whisper empty-transcription failure after align_special_tokens." + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "One is a v5 buffer-initialization regression; the other is a GPTNeoXConfig reload bug for rotary_pct. No shared underlying fix." + "reason": "Both are regressions, but one is about buffer initialization while the other is a GPTNeoX config field not persisting on reload." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are v5-era regressions, but one is multimodal video input handling and the other is KV-cache continuation indexing in transformers serve." + "reason": "Different code paths: video-input regression for several Qwen VL models vs /v1/responses KV-cache continuation indexing in transformers serve." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Unrelated: local dataset loading in a training script versus loading a specific multimodal model." + "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failed janus test and stale auto_mappings references are both CI-related only in the broadest sense; not the same bug." + "reason": "A janus model test failure is not the same bug as stale auto_mappings entries for removed Sam3LiteText configs." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: Python 3.13 IndentationError in torch.jit parsing versus flash_attention.py crashing on s_aux=None." + "reason": "Import-time IndentationError in DebertaV2Model is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing nonsensical outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Unrelated: CUDA assert on A800 with auto device mapping versus a category-count limit error." + "reason": "Qwen3 auto device mapping cuda assert is a model/runtime issue, not the category-cardinality RuntimeError." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different model/component bugs: a dummy Conv2d in Sam3PixelDecoder versus a processor producing the wrong image resolution for OmDet-Turbo." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing interrupts is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "One is an exception-handling bug in Fuyu tensor conversion; the other is a return-type contract issue in StaticCache.get_seq_length()." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Both concern Qwen3-family weight handling, but one is a model loading shape mismatch and the other is an incorrect tied-weights warning across layers." + "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." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit after resize and path-with-trailing-slash import warning are unrelated bugs." + "reason": "Token-embedding resize/post_init reinitialization has nothing to do with a local-model path ending in a slash and import warnings." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python 3.13 import parsing are unrelated." + "reason": "SwitchTransformers sparse-layer construction with zero sparse layers is unrelated to the Python 3.13 Deberta import parser issue." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "The first is a buffer initialization regression; the second is a config value not persisting on reload. Different root causes." + "reason": "Non-persistent buffer junk initialization is a runtime/model-state bug, while GPTNeoX rotary_pct reverting is a config serialization bug." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to the missing falcon-mamba availability helper." + "reason": "A cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init in patchtsmixer and strict config blocking granite_speech are different config/init problems." + "reason": "These both touch config/load behavior, but they are different problems: patchtsmixer post_init allowance vs granite_speech strict-config loading." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to loading a local dataset in the image classification script." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to the local dataset loading failure in a training example script." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility problem versus an IndentationError in a scripted model import; not the same issue." + "reason": "Python version support regression is not the same as a DebertaV2 import-time IndentationError on Python 3.13." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as serve-time KV-cache continuation tensor indexing." + "reason": "A video-input ValueError in Qwen3OmniMoe and a serve-time KV-cache indexing crash are different code paths and symptoms." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-template regressions, but assistant_masks all zero and wrong vision_position_ids are different bugs and likely different fixes." + "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." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is unrelated to incorrect visual encoder keys saved in Qwen3.5." + "reason": "LoRA merge collapse with extended vocab is a training/merge issue; incorrect visual encoder keys on save_pretrained is a serialization bug." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Repository tokenizer resolution and list_repo_files revision forwarding are separate hub API behaviors." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU-side torch.arange and Fuyu bare-except error handling are unrelated implementation bugs." + "reason": "CPU-side torch.arange in XLNet positional encoding is unrelated to the bare-except error swallowing exceptions in Fuyu." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config behavior and a dataset-loading script issue do not share the same underlying defect." + "reason": "A sparse-layer config bug in SwitchTransformers is unrelated to a dataset-loading failure in an example script." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but one is a stale test and the other is stale generated auto_mappings entries; different maintenance issues." + "reason": "A stale GraniteSpeech device override test and removed Sam3LiteText auto_mappings entries are both CI-ish, but not the same underlying bug." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are unrelated config-validation bugs." + "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config-validation bugs." } ] }, @@ -10126,8 +10027,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -10217,9 +10118,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -10521,14 +10422,14 @@ "issue:44016|issue:44062", "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "a41bd36a97de021b518022b58d1be54f8c9ac9ddcbfa2db133258604bf477892", + "prepared_review_unit_hash": "9fbd4ed970b3daa54861e54067b23bf5d40aa34c3eb98c60fbbdc7186f5cce0d", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -10543,180 +10444,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: mostly unrelated Transformers bugs spanning model loading, tokenizer behavior, config/init issues, docs, and dependency/import regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43295 is the best anchor only in a weak sense: it is a concrete, user-facing regression report with clear reproduction, while the rest of the cluster is a mix of unrelated model-, config-, and docs-level problems.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the strongest single triage candidate because it is a specific regression with direct breakage and clearer scope than the other items.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer construction vs D-FINE auxiliary-loss omission." + "reason": "Different models and different failures: sparse-layer construction in SwitchTransformers vs missing auxiliary losses in D-FINE." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures with different root causes and code paths." + "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." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend install/dependency packaging issue vs a generic transformers dependency problem." + "reason": "One is a packaging/backend dependency complaint; the other is a vague transformer dependency issue with no shared concrete bug path." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metrics label truncation vs auxiliary-loss normalization are unrelated." + "reason": "Both involve training/evaluation math, but one is a metric-gathering truncation bug and the other is auxiliary-loss normalization in MoE models." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args is unrelated to a Qwen tie_word_embeddings warning." + "reason": "SGD arguments not being used is unrelated to a Qwen warning about `tie_word_embeddings`." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction bug; not the same issue." + "reason": "A notebook syntax error is unrelated to the `_torch_extract_fbank_features()` runtime issue." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint corruption." + "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." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to auxiliary-loss behavior." + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are unrelated behaviors." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores vs an unrecognized-model config error." + "reason": "Docs wording for text classification does not match an unrecognized-model loading failure." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful relation; one title is malformed, the other is an FP8 inference failure." + "reason": "Generic placeholder issue title versus a specific FP8 inference failure on B200; no shared code path." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model config/loading, but one is unknown-model detection and the other is AutoModel text_config unwrapping." + "reason": "These are both model-loading/config issues, but for different architectures and different failure modes (`model_type` missing vs `text_config` unwrap)." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: T5Gemma embedding resize vs Whisper empty-transcription generation." + "reason": "Token embedding resizing in T5Gemma is unrelated to Whisper empty-transcription generation after special-token alignment." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Different missing imports/symbols affecting different subsystems and models." + "reason": "Different missing-import problems in different modules; they are not the same symbol or code path." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs token-embedding reinitialization after resize are unrelated." + "reason": "Trainer GPU broadcast of `NoneType` is unrelated to embedding reinitialization after `resize_token_embeddings`." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Multimodal config defaults being created vs a missing pad_token_id attribute are different config bugs." + "reason": "Phi4 multimodal config defaults and missing `pad_token_id` on Llama4Config are distinct config bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss handling vs Gemma 4 mm_token_type_ids defaulting are different concrete issues." + "reason": "Routing/load-balancing loss handling is unrelated to Gemma 4's `mm_token_type_ids` defaulting problem." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated failures." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a CUDA OOM in Sam3Video." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Dtype propagation in Blip2 vs Qwen3.5 save_pretrained checkpoint bugs are different code paths." + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different model families and different code paths." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 multimodal, but one is loading failure and the other is incorrect visual-encoder keys on save." + "reason": "Both are Qwen3.5 regressions, but one is loading MoE models while the other is incorrect visual-encoder key serialization." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug vs remote_code compatibility regressions are unrelated." + "reason": "A video-classification pipeline processor lookup bug is unrelated to remote-code model breakages." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import failures from different modules and symbols." + "reason": "These are both import errors, but they concern different missing symbols in different modules." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor-selection bug vs Gemma4 device-map mismatch are unrelated." + "reason": "Pipeline image-processor lookup and Gemma 4 PLE device mismatch are unrelated bugs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different implementations." + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate tokenizer bugs for different model families." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs an overly new MIN_PEFT_VERSION requirement are not the same bug." + "reason": "A generic dependency issue is not the same as the specific unreleased PEFT version bump problem." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Single missing HybridCache export vs broad import errors after upgrade are not the same underlying change." + "reason": "Both mention imports after upgrades, but the missing `HybridCache` symbol is not the same issue as broad import failures across versions." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Different documentation problems in different examples and API surfaces." + "reason": "Docs/example errors for SigLIP2 are unrelated to the text-classification docs mismatch." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error versus tokenizer keyword-argument duplication; different layers entirely." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regression scopes: custom multimodal processor/tokenizer handling vs DeepSeek tokenizer output correctness." + "reason": "Processor/tokenizer API regression for custom multimodal code is not the same as Deepseek tokenization correctness." } ] }, @@ -10735,8 +10636,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -10827,9 +10728,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -11054,8 +10955,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -11144,9 +11045,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -11444,14 +11345,14 @@ "issue:43931|issue:44368", "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "836ecc2a4da635fd2b18b8fb60d4386ff055ef6cfd79b464e2778510b7c9789f", + "prepared_review_unit_hash": "a9110a144e0cbdced5549e1ea6d855bbcd067e06ac8b6f6ee6454f9efd344bd4", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -11466,180 +11367,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad theme matches (DeepSpeed, Qwen, resize/tokenization, config handling) but not the same concrete bug or change. I would reject all proposed duplicate edges and keep these issues separate.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue reports across different models and subsystems; no duplicate cluster emerges from 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_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different failures in unrelated code paths: a Qwen2.5-VL import error vs a DeepSpeed ZeRO3/BERT index error." + "reason": "Different failures: a Qwen2.5 VL import error vs. a DeepSpeed/BertModel index error." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe sys.modules access in modeling_utils. No shared underlying defect." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized-model loading for a specific OLMo checkpoint is distinct from the generic sys.modules access bug." + "reason": "Unrecognized model/config issue, not the same as unsafe sys.modules lookup." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory not being released is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "RT-DETR memory leak and mask pipeline partial-batch handling are different code paths." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaults and import latency are unrelated problems." + "reason": "Audio chat-template sample-rate default is unrelated to import performance." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is a missing strict field and the other is AutoModelForCausalLM.from_config text_config unwrapping; not the same bug." + "reason": "Both involve configs, but one is a missing vision field dropped by strict and the other is from_config unwrapping text_config." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed/ZeRO, but one is Qwen3 MoE weight conversion and the other is an empty-deque IndexError. Different code paths and fixes." + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque/index errors are different DeepSpeed issues." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings behavior is unrelated to tokenizer-version-dependent tokenization changes." + "reason": "Embedding resize bug is unrelated to tokenization changing across versions." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config/strictness related, but they concern different models and different failure modes." + "reason": "Granite speech strict-config loading and Qwen3.5 MoE vision-field loss are different model/config bugs." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI codes in loading_report." + "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate issues." + "reason": "StaticCache return-type bug is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race is unrelated to a stale num_return_sequences warning." + "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated test/runtime issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast is unrelated to protobuf error masking in tokenizer decoding." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to tokenizer protobuf exception masking." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to Windows ROCm/torch.distributed import issues." + "reason": "Video-input regression for Qwen models is unrelated to Windows/ROCm import dependency errors." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are Sam3-related, but a dummy Conv2d in the pixel decoder is not the same bug as a sam3_video vs sam3_tracker model-type warning." + "reason": "SAM3 dummy Conv2d and sam3_video vs sam3_tracker warning are not the same bug." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 VisionEncoderOutput missing a field and Qwen3OmniMoe video input validation are different failures." + "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video input ValueError are distinct failures." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embeddings/weight tying, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "These are both resize/tied-weight complaints, but for different models and different affected tensors." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed, but one is Gemma-4 zero3 loading and the other is double optimizer stepping. Different concrete problems." + "reason": "Gemma 4 ZeRO3 loading and optimizer.step being called twice are unrelated DeepSpeed problems." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection and Gemma pipeline roundtrip failure on '\u2581' are unrelated." + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip issues." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "An empty-deque ZeRO3 crash is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "ZeRO3 deque underflow and removed Sam3LiteText auto_mappings CI break are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-word-embeddings warning is unrelated to a flash-attention generation failure." + "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": "A tokenizer special-token registration bug is unrelated to the broad ESM2 breakage report." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the ESM2 breakage." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A second-forward stale indexer cache crash is unrelated to a flash_attention.py s_aux=None AttributeError." + "reason": "GlmMoeDsa forward-pass crash and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "The tied-weights warning and the stale num_return_sequences warning are different issues." + "reason": "Tied-weights warning and stale num_return_sequences warning are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Granite speech strict config loading and Windows ROCm import problems do not share a concrete bug." + "reason": "Strict config loading for granite_speech is unrelated to Windows ROCm torch.distributed import issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch is unrelated to tied-word-embedding warnings." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-weights warning." }, { "left": "issue:44060", @@ -11750,14 +11651,14 @@ "issue:45081|issue:45103", "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "b9806d58f2825e31e82e8e7664d57a4640c9acdb36cf816dff9051ee5bf23a42", + "prepared_review_unit_hash": "57a71dcb364ad2a93024b589b41621aa28bf0e588dbe053129ae4360f8f927f6", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -11772,199 +11673,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly Transformers v5-era regressions around model/config loading, tokenizers, generation, and save/load paths, but the soft pairs generally point to different concrete bugs rather than true duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set: it covers v5 model initialization breakage and can act as a representative umbrella for several adjacent load/config failures, even though the cluster is not a clean duplicate set.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is the most general and broadly applicable bug report among otherwise distinct failures.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both are generation/cache-related, but one is chunked prefill cache handling and the other is KV-cache continuation indexing; different code paths and symptoms." + "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." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and an xdist race on captured_info.txt are different bugs." + "reason": "Unsafe sys.modules access during model loading is unrelated to the pytest-xdist captured_info.txt race." }, { "left": "issue:44530", "right": "issue:46170", "accept": false, - "reason": "PagedAttentionCache group-type crash on Qwen3.5 models is unrelated to Windows ROCm import/dependency issues." + "reason": "PagedAttentionCache linear_attention crash and Windows ROCm torch.distributed import/type issues are different bugs." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer config mismatch and missing processor files are different save-time defects." + "reason": "Both are save_pretrained problems, but tokenizer_class metadata mismatch and processor missing files affect different serialization paths." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a Chinese performance regression are not the same bug." + "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrading are not the same bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related, but one is Whisper timestamp decoding and the other is Kimi-K2.5 codec/fix_mistral_regex behavior; not the same underlying issue." + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer issues." }, { "left": "issue:43452", "right": "issue:45003", "accept": false, - "reason": "gguf_file loading failures and unsafe sys.modules access do not share the same concrete code path." + "reason": "gguf_file loading failures and unsafe sys.modules access are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and ESM2 breakage are different model families and failure mechanisms." + "reason": "Missing fields from trust_remote_code AutoConfig and an ESM2 breakage are distinct model/config regressions." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files and deepspeed optimizer double-step are unrelated." + "reason": "processor.save_pretrained missing files and deepspeed optimizer stepping twice are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A throughput regression is not the same bug as an optimizer step being called twice." + "reason": "A throughput slowdown is not the same as the optimizer being stepped twice." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache corruption and stale docs referencing removed pipeline APIs are unrelated." + "reason": "Generation cache handling and docs still referencing removed pipeline() APIs are separate issues." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch and a data-processing slowdown are different problems." + "reason": "resume_from_checkpoint key mismatch is unrelated to a data-processing slowdown." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes affect different subsystems." + "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 branching in attention kernels and Gemma pipeline roundtrip failure are distinct issues." + "reason": "torch.compile bidirectional-skip kernel divergence and Gemma pipeline roundtrip issues do not share a concrete code path." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report provides no concrete match, and gemma-4 zero3 from_pretrained is a specific loading regression." + "reason": "A placeholder bug report does not establish the same Gemma4 zero3 from_pretrained issue." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 Video missing vision output fields and Qwen2.5-VL video position-id errors are different multimodal bugs." + "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." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 Video output-field failure and trust_remote_code AutoConfig field loss are unrelated." + "reason": "SAM 3 Video attribute failure and trust_remote_code config field loss are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and different code paths." + "reason": "Quantized model saving and Qwen2.5-GGUF loading failures are opposite directions with different failure surfaces." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 breakage and processor save_pretrained missing files are not the same bug." + "reason": "Qwen3-VL-Moe with transformers 5.0 and processor save_pretrained missing files are not the same bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are unrelated." + "reason": "PyTorch import missing and sentence-transformers loading hangs are different environment/runtime problems." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 causal-mask construction and partial-batch pipeline result dropping are different behaviors." + "reason": "Gemma4 bidirectional attention mask construction and MaskGenerationPipeline partial-batch dropping are separate pipeline bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are separate generation bugs." + "reason": "sync_gpus generation kwargs update and chunked_prefill cache missing are different generation paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings API guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 API guidance and InternVL2 remote-code/meta-init incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video output shape bug and add-new-model-like mapping failure are different model-registration problems." + "reason": "A SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are not the same issue." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both mention import issues, but one is missing AutoImageProcessor export and the other is a nonexistent image_utils import; not the same defect." + "reason": "Both are import errors, but they reference different missing symbols and different modules; not enough to call them duplicates." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving and missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5 Moe-related, but one is a missing vision-config field dropped by strict serialization and the other is a generic from_pretrained error; too little evidence they are the same bug." + "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 crash and auto_docstring future-annotations crash are separate failures." + "reason": "Mistral regex patch/tokenizer loading crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Both concern Qwen3.5 Moe, but one is a generic from_pretrained error and the other is a missing deepstack_visual_indexes field in a vision config; not clearly the same underlying issue." + "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." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12063,14 +11967,14 @@ "issue:43874|issue:45092", "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "9f99593b328e4a7ca99cac58dbbe212dde7eeb7d99e7609bb5e69a92c15e5d50", + "prepared_review_unit_hash": "a28964778587ef524c3004c760744393c309aab8bb67eacaf5bcb0c2a040468b", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -12085,204 +11989,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers bugs and regressions, with only one clear duplicate pair. Most soft edges should be rejected because they share only a broad subsystem or release/version theme, not the same concrete failure mode.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 42898 is the strongest anchor in this mixed set: it describes a concrete, reproducible v5 tokenizer regression with clear impact, while most other candidates are narrower model-specific breakages or unrelated failures.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "42898 is the best standalone issue here because it is a well-scoped framework-level regression with a specific symptom and broader user impact than the other, more fragmented reports.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both are Gemma-related, but one is a missing processor tokenizer attribute and the other is a token roundtrip/pipeline mismatch; different bugs and code paths." + "reason": "Different bugs: Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip/tokenization of '\u2581'. Same model family, but not the same code-path failure." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different symbols (`AutoImageProcessor` vs `HybridCache`) and different underlying breakages." + "reason": "Both are import errors, but for different symbols (AutoImageProcessor vs HybridCache) and likely different breakpoints." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same reported bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Exact same title and same symptom: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads. Clear duplicate." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "One is a model load failure for Phi-4 multimodal, the other is a DeepSpeed ZeRO3 deque error; unrelated failures." + "reason": "Different failures: loading Phi-4 multimodal model vs DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure versus a missing model import; different functionality and failure modes." + "reason": "Different problems: quantized model save_pretrained failure vs missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention MoE/FP8-era models, but one is `save_pretrained` on FP8 MoE and the other is a `from_pretrained` load error for Qwen3.5 MoE; not the same bug." + "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." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 versus serialization failure in FP8 MoE; different concrete problems." + "reason": "Accuracy regression in FineGrainedFP8 is distinct from FP8 save_pretrained/moe serialization behavior." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports (`GenerationMixin` vs `AutoImageProcessor`) and different parts of the API." + "reason": "Different import targets and different failures: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen MoE-related, but they describe different models/versions and different failure points." + "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)." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging dependency omission is unrelated to leftover dummy classes and repo-check leakage." + "reason": "Backend packaging/install issue for tensorflow extras is unrelated to leftover dummy class cleanup." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "A model config/load compatibility issue is unrelated to a pytest-xdist file race." + "reason": "Unrecognized model/config loading error is unrelated to pytest-xdist race on captured_info.txt." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to MoE load-balancing loss being skipped when router logits are off." + "reason": "Different model-path bugs: MIMI padding-mask batching discrepancy vs MoE load-balancing loss omission when router logits are disabled." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A concurrent test-file race is not the same as stale `auto_mappings.py` references to removed configs." + "reason": "Test-file race condition is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus bug versus a Janus image-generation test failure; different code paths and symptoms." + "reason": "Generation kwargs sync_gpus bug is unrelated to janus image-generation test failure." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about `clean_up_tokenization_spaces` and the other about `add_special_tokens` not inserting BOS/EOS; not the same bug." + "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." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch for `TextClassificationPipeline` is unrelated to the xdist captured-info race." + "reason": "Pipeline docstring mismatch is unrelated to the xdist captured_info.txt race." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 token-type-id handling are different model families and different failure mechanisms." + "reason": "Different multimodal model issues: broken vitpose models vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang for Sentence Transformers is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "SentenceTransformers loading stall is unrelated to token embedding reinitialization after resize." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Training/eval dtype drift is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in `processor.save_pretrained(...)` is a persistence bug, not the same as a model load error." + "reason": "Missing processor save_pretrained files is unrelated to Qwen3.5 MoE from_pretrained loading errors." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a docstring typo for `position_ids`." + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring bug." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy `nn.Conv2d` placeholder is unrelated to the final-partial-batch `is_last` handling bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping partial-batch results." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting failure after training job failure is unrelated to an Adafactor/DeepSpeed OOM." + "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor OOM in DeepSpeed." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation-state update bug and attention-kernel branching divergence are different code paths." + "reason": "Different generation/attention issues with different failure surfaces; not the same code-path bug." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token-ID mapping; different underlying issues." + "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": "A missing `nn` import during sentence-transformers import is unrelated to a Qwen2.5-VL import error." + "reason": "Different import failures affecting different packages and symbols." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and special-token insertion behavior in v5 are related only at a high level; they are distinct bugs." + "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": "`clean_up_tokenization_spaces` regression is unrelated to Kimi tokenizer codec handling and warning behavior." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "A cleanup-space regression is not the same as Deepseek tokenizer producing incorrect results." + "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-processor helper methods and remote-code/meta-init incompatibility are different multimodal loading issues." + "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 tensor indexing in `transformers serve` is unrelated to the auto-docstring crash under future annotations." + "reason": "KV-cache continuation crash in transformers serve is unrelated to auto_docstring crashing under future annotations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is well-grounded in the packet: the only clear duplicate pair is 42673/43704, and the other soft edges are rejected conservatively based on distinct titles, symptoms, or code paths. The choice of 42898 as the anchor issue is reasonable given the title-level evidence." + "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." }, "evaluator_used": true, "retried": false, @@ -12386,232 +12290,232 @@ "issue:44222|issue:44484", "issue:44295|issue:44623" ], - "prepared_review_unit_hash": "b91d287695169573644d24a8895dc7d346dd06f6891444ca2b2f50f20345a9e1", + "prepared_review_unit_hash": "24d92ac24b2ab3e48d538c6c76bea5bb3081f200a95567065ab603b83df30da5", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36771, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of unrelated Transformers issues rather than a duplicate set. The soft-similarity pairs mostly share broad keywords like v5 regressions, imports, save_pretrained, or model loading, but they do not appear to describe the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.24, - "canonical_issue_reason": "No clear duplicate canon emerges; if one representative is needed, issue 43873 is the broadest active report and best cluster anchor, but it is still not a true duplicate of the others.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most general and still-open report in the set, so it is the least misleading representative, even though the surrounding issues are mostly distinct bugs or documentation problems.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; different artifacts and different failure modes." + "reason": "Notebook syntax error and a doc/parameter-name typo are unrelated bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer args being ignored is unrelated to a docs typo about set_training() parameters." + "reason": "Optimizer argument handling is unrelated to a documentation mismatch in set_training()." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error and double optimizer-step under deepspeed are separate code paths." + "reason": "Position_ids buffer readback and duplicate optimizer steps under deepspeed are different code paths." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen model-specific bugs: tied-weights warning vs missing tensor-parallel plan." + "reason": "Wrong tied-weights warning in Qwen3-Next is not the same as missing _tp_plan for tensor parallelism." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both involve v5 behavior changes, but one is tokenization-space cleanup and the other is Pegasus output differences; not the same bug." + "reason": "Both mention v5 behavior changes, but one is clean_up_tokenization_spaces and the other is Pegasus output drift; different failures." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning issue is unrelated to leftover dummy classes leaking into dir(transformers)." + "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 installation packaging issue differs from a missing image_utils import export." + "reason": "Backend extra-install dependency issue and a missing image_utils import are unrelated." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Model output regression and attention registration behavior change are distinct problems." + "reason": "Pegasus output differences and AttentionInterface.register behavior changes are distinct bugs." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained bug and tokenizer_config class mismatch are unrelated save_pretrained issues." + "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": "Phi4 multimodal config initialization is unrelated to ModelOutput key assignment." + "reason": "Phi4MultimodalConfig default-init bug and ModelOutput key assignment bug are unrelated." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch import surface area, but one is a missing symbol and the other is dummy class leakage without torch." + "reason": "Missing import from image_utils and dummy classes leaking into dir() are separate API cleanliness issues." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch and deepspeed double optimizer step have no shared underlying cause." + "reason": "Tokenizer serialization mismatch and deepspeed double optimizer step do not share the same underlying bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility regression is not the same as a missing import from image_utils." + "reason": "Python version support regression is unrelated to an image_utils import issue." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained bug is different from missing files in processor.save_pretrained()." + "reason": "FP8 model save_pretrained and processor.save_pretrained missing files are both save-related but not the same code-path problem." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed training jobs and Llama 3.2 Vision model loading are different subsystems and failures." + "reason": "MLflow reporting on failed jobs and Llama 3.2 model loading are different subsystems and failures." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." + "reason": "FineGrainedFP8 accuracy and missing processor save files are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config default-init bug and Whisper timestamp decode crash are separate model-path issues." + "reason": "Config default initialization and Whisper decoding crash are unrelated bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Training job reporting and custom trainer compute_loss signature mismatch are unrelated." + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature break are unrelated training issues." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error and attention registration behavior change are not the same underlying bug." + "reason": "Category-cardinality error and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow job-state reporting and token embedding reinitialization are unrelated." + "reason": "MLflow job reporting and embedding reinitialization after resize are different training/model bugs." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "AutoModel missing PyTorch import error is unrelated to failed-job MLflow reporting." + "reason": "PyTorch import error for AutoModel and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different config-layer problems." + "reason": "PretrainedConfig type checking regression is unrelated to explicit head_dim validation in LlamaConfig." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; both are import errors but not the same symbol or fix." + "reason": "Missing AutoImageProcessor export and missing is_offline_mode import come from different modules and fixes." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug and Qwen3.5 MoE from_pretrained regression are unrelated." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained error are not the same underlying issue." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "LastFeatureExtractor center-arg regression and auto_docstring annotation crash are different failure modes." + "reason": "Feature extractor center-arg regression and auto_docstring annotation crash are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading issue in v5 and Qwen3.5 flash-attention generation bug do not share a concrete root cause." + "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 drift across versions and FP8 inference failure on B200 are unrelated." + "reason": "Tokenization regression across versions and FP8 inference failure on B200 are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return-value handling in one model is unrelated to remote-code checkpoint meta-init incompatibility." + "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 kwarg update after sync_gpus and Kosmos2.5 OCR index error are different code paths." + "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 issue and incorrect pipeline-parallel output are not the same bug." + "reason": "Quantization offloading and pipeline-parallel output correctness are different code paths." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained MoE bug and max_shard_size question are unrelated save_pretrained topics." + "reason": "FP8 save_pretrained and max_shard_size default behavior are not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer and processor missing files are separate serialization/model-state issues." + "reason": "Reading a buffered position_ids tensor and missing processor save files are unrelated save/load issues." } ] }, @@ -12630,8 +12534,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -12719,9 +12623,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -12928,8 +12832,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -13022,9 +12926,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -13346,208 +13250,208 @@ "issue:42175|issue:44938", "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "eda97432bc9648aaee3dfb393bf3a30d67d6981b095fb84aa2dd5d8ce101a2e8", + "prepared_review_unit_hash": "8213eba2ac4ccddb29a329e5685017e01c1e81e6e2897fc00b83b2f0b9eec2dd", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35908, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: tokenizer regressions, import/API breakages, model-specific bugs, and unrelated docs/tests. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report in the set and best matches the recurring v4\u2192v5 behavior-change theme; the other issues are either narrower model-specific bugs or unrelated API/docs/import failures.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the best umbrella issue for this cluster because it is the most general and central tokenizer behavior regression, whereas the rest are mostly distinct one-off failures.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages (`huggingface_hub` vs `transformers`) and do not indicate the same bug." + "reason": "Both are import errors, but they concern different missing symbols/packages (`huggingface_hub.is_offline_mode` vs `transformers.HybridCache`) and different fixes." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "One is a missing module import for `transformers.onnx`; the other is a tokenizer consistency complaint. Different codepaths and failures." + "reason": "`transformers.onnx` missing-module import and tokenizer slow/fast inconsistency are unrelated bugs." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Both mention tokenizer behavior, but one is a version-regression report and the other is an isolated reproduction of a different issue. Not the same concrete bug." + "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." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + "reason": "Compiled Python file loading errors and a docs parameter-name typo are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "`UMT5Encoder` missing weights and `AutoProcessor` dropping kwargs are distinct loader/processor bugs." + "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`." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (decoder type vs incorrect results)." + "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." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "A `base_model_prefix` loading regression and NaNs in classification heads are unrelated issues." + "reason": "`base_model_prefix` loading regression and NaNs in classification heads are different failures in different subsystems." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "These are separate GLM-5 problems: invalid generation config versus RoPE implementation behavior." + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate bugs." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version support failure and an incorrect PyTorch version check are different compatibility bugs." + "reason": "One is a Python-version compatibility report, the other is an incorrect PyTorch version check for a specific import path." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." + "reason": "TF32 backend settings and a missing multimodal image-patch helper are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and different failures: vitpose breakage versus FlashAttention support for Ministral-3." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific issues." }, { "left": "issue:42831", "right": "issue:44297", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to tokenizer save/load metadata mismatches." + "reason": "FineGrainedFP8 accuracy and tokenizer save-pretrained metadata mismatch are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and `trainer.evaluate()` failing after training are separate trainer issues." + "reason": "Unused SGD arguments and `trainer.evaluate()` failing after `train()` are different training bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5, but one is a save/load key regression and the other is a `from_pretrained` error. Not the same bug." + "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." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "These are different Qwen/MoE model-loading problems with no clear shared codepath." + "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." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A multi-label classification example bug and a misleading pipeline error message are unrelated." + "reason": "A multi-label classification example bug and a pipeline translation-task error message are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation drift and a Qwen3_5 infinite loop are different model-specific bugs." + "reason": "Different multimodal model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example behavior and SigLIP2 implementation discrepancy do not share the same underlying failure." + "reason": "Classification example empty outputs and SigLIP2 implementation discrepancy do not share the same code path." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A Qwen3_omni_moe helper-function issue and a flex_attention import check are unrelated." + "reason": "A qwen3_omni_moe helper-function behavior issue and a flex_attention version-check bug are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both involve attention behavior, but they concern different models and different mechanics (scaling vs mask construction)." + "reason": "Both are attention-related, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different model/code-path bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and a stale warning about `num_return_sequences` are not the same issue." + "reason": "GLM-5 generation-config validation and a stale warning in paged generate are separate issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing module import and an unclear LayoutLMv3 error message are unrelated." + "reason": "Missing `transformers.onnx` import and a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping assumptions and a flash-attention `s_aux=None` crash affect different subsystems." + "reason": "Tokenizer mapping assumptions in `from_pretrained` and a flash-attention crash on `s_aux=None` are different bugs." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is an offset-mapping bug in Qwen3 and the other is a broader incorrect-results report for Deepseek v5." + "reason": "Both are tokenizer-output regressions, but they affect different models and symptoms (`offset_mapping` vs general incorrect results), so not enough to merge." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and wrong offset mapping are distinct tokenizer bugs with different symptoms." + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong `offset_mapping`; distinct concrete failures." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad set of import errors after upgrade are related only at the theme level, not the same bug." + "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." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "`num_labels` propagation and NaNs in classification heads are separate classification-related problems." + "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different problems." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Torch-only install backend coverage and Python 3.14 loading failures are different compatibility/install issues." + "reason": "Missing TensorFlow in a torch-only install and Python 3.14 loading failure are unrelated environment issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing `pipeline()` and an incorrect PyTorch version check are unrelated changes." + "reason": "Docs still referencing `pipeline()` and a bad PyTorch version check are not the same bug." } ] }, @@ -13648,20 +13552,20 @@ "issue:42371|issue:44261", "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "78b9a1e0f7a004ece0facdf09d4f1f1fa74118370f94adf9b8bedc0ad7d33420", + "prepared_review_unit_hash": "fbf676c2189550db9a7a7f8fcc7c26e3047def6439c5f615eff19044d1f929fe", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35557, + "serialized_chars": 35559, "estimated_input_tokens": 8890, "estimated_eval_tokens": 18036 }, @@ -13670,168 +13574,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only loosely related by theme (tokenizers, loading, training, video/multimodal, backend/dependency issues) and do not describe the same underlying bug or change.", + "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:45278 is the broadest umbrella report here (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best representative if one must be chosen, though the set is not a true duplicate cluster.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the widest scope and is the most plausible sink for related version-regression reports, but it still does not cover the other concrete failures in this set.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different bugs: optimizer-state corruption under FSDP2/PEFT vs missing generation cache during chunked prefill." + "reason": "Different subsystems: FSDP/PEFT optimizer-state bug vs generation cache missing in chunked prefill." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to pipeline-parallel output corruption." + "reason": "Both involve runtime behavior, but one is eval-mode checkpointing and the other is pipeline-parallel output corruption." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape bug vs crash from missing torchvision dependency are different failure modes." + "reason": "Both mention video, but one is batched processor shape handling and the other is a torchvision dependency crash in AutoProcessor." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is not the same as Qwen3.5 flash-attention generation breakage." + "reason": "Different concrete failures: invalid GenerationConfig for GLM-5 vs flash-attention generation issues for Qwen3.5." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depends on device; NaNs after checkout/init is a separate model-init issue." + "reason": "Serialization/tied-weights behavior is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump problem is unrelated to the flex_attention PyTorch version check bug." + "reason": "PEFT version pinning and a PyTorch version check bug are unrelated maintenance/config issues." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3.5 inference is distinct from bfloat16 dtype mismatches." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in CI inference." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None is a different issue from the Mistral regex patch crashing on backend_tokenizer access." + "reason": "Both are tokenizer-loading problems, but they are different code paths and symptoms: mapping None vs Mistral regex patch crash." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Broken vitpose models and missing tensorflow_text backend registration are unrelated." + "reason": "VitPose model breakage and missing tensorflow_text backend are unrelated backend/model-loading failures." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections is a different model-architecture bug from Qwen3.5 MoE from_pretrained failure." + "reason": "Different model families and bugs: missing projections in qwen3next vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "flash_attention_3 training degradation is unrelated to the save_pretrained checkpoint regression." + "reason": "Flash-attention training degeneration is unrelated to Qwen3.5 checkpoint serialization regression." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset_mapping and stale post-processor updates are separate tokenizer issues." + "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 handling differs from PretrainedConfig type-checking regression." + "reason": "init_empty_weights argument mismatch and PreTrainedConfig type-checking are separate API incompatibilities." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and code paths." + "reason": "Both are import errors, but they reference different missing symbols and likely different breakages." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3 is not the same as the MobileLLM key-error load failure." + "reason": "Different loading issues for different models: model-type warning vs key error on MobileLLM." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." + "reason": "A config-loading strictness bug is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "These both touch chat/completions, but one is a generic endpoint rejection and the other is a Qwen3.5 MoE model load error." + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading failures." + "reason": "Both are model/config validation failures, but for different models and different validation stages." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and version-to-version tokenization changes are related only broadly, not the same bug." + "reason": "Both are tokenizer regressions in v5, but one is decoder-type selection and the other is changed tokenization output; not the same bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage is unrelated to the undefined TensorFlow backend caused by tensorboard-only installation." + "reason": "VitPose model breakage is unrelated to a TensorFlow backend installation issue." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Loading a specific multimodal model is not the same as a broad import-error regression after upgrading transformers." + "reason": "A specific Phi-4 multimodal loading failure is not the same underlying bug as broad import errors after upgrade." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but the concrete failures differ: endpoint validation vs streaming inference on Qwen3.5-0.8B." + "reason": "Both mention chat/completions, but one is a generic request-acceptance failure and the other is a model-specific streaming inference failure." }, { "left": "issue:42175", - "right": "issue:42222", + "right": "issue:44261", "accept": false, - "reason": "Missing TensorFlow in the torch extra is a packaging/backend issue, not the vitpose model breakage." + "reason": "TensorFlow backend packaging and MLA rms_norm_eps precision are unrelated issues." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args being ignored is a different optimizer bug from Deepspeed calling step twice." + "reason": "Both are optimizer-related, but one is unused SGD args and the other is double optimizer stepping under deepspeed." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings and missing rms_norm_eps precision error are unrelated." + "reason": "TF32 configuration guidance is unrelated to a layernorm epsilon precision bug." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "PyTorch precision warning during compile is not the same as incorrect dtype propagation in Blip2 loading." + "reason": "A compile-time float32 warning is not the same as incorrect dtype persistence when loading BLIP2." } ] }, @@ -13941,20 +13845,20 @@ "issue:43931|issue:44410", "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "3f3bcf1d9ccb496ed817481eb1112286a4d52961fbe7ac15fba77cb4490c6fa1", + "prepared_review_unit_hash": "0caaa7a8d6082e95d918b4ce576f6967a1cc75a89b77170eb355b7813b2962a9", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38090, + "serialized_chars": 38092, "estimated_input_tokens": 9523, "estimated_eval_tokens": 19302 }, @@ -13963,222 +13867,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly reflect broad subsystem or symptom overlap, not the same underlying bug/change. I would not merge any of the proposed soft edges, and there is no clear canonical issue/PR for this set.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failures across imports, model config, attention, tokenizer, and training paths.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for duplicate consolidation: none of the issues appears to subsume the others as the same concrete bug.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen-family models, but one is a missing projection in qwen3next and the other is a Qwen3.5 MoE loading error; different code paths." + "reason": "Different model families and different failure modes: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained load error." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different failures: a missing transformers export vs an audio feature extraction issue." + "reason": "Unrelated bugs: an import failure in configuration_utils vs an audio feature extraction helper issue." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is a removed config API warning; the other is an unexpected position-id key during model loading." + "reason": "Different regressions: a removed config API warning vs unexpected position-id keys during loading." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Unrelated model components: image processor method missing vs a layer-norm epsilon precision bug." + "reason": "Different model components and symptoms: missing image-patch helper vs a config epsilon precision issue." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Import of AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." + "reason": "One is an import error for AutoImageProcessor; the other is a PretrainedConfig type-checking regression." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both touch GLM-related code, but the reported defects are different operators/modules and not the same bug." + "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": "VRAM leak in dataloader threads is unrelated to flash-attention generation failure." + "reason": "Different problems: VRAM leakage in multithreaded loading vs generation instability with flash-attention." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and TensorBoard/TF backend error are unrelated." + "reason": "Unrelated: type-checking regression vs backend-selection crash when TensorFlow is absent." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The second is an isolated reproduction of a separate issue, not the same VRAM leak." + "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." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different model families and different failure modes; no shared concrete bug." + "reason": "Different models and code paths: GLM DSA indexing vs a DeepSeek-V4 tensor transformation issue." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA ReLU concern vs a DeepSeek-V4 dtype/transpose issue; unrelated." + "reason": "Different underlying bugs in different model implementations; a missing ReLU in DSA indexing is not the same as DeepSeek tensor handling." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A PyTorch precision warning while compiling bfloat16 is not the same as a sam3 model-type warning." + "reason": "Both are warnings, but they come from different mechanisms and models: PyTorch precision warning vs a model-type mismatch warning." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained shard size question is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Documentation/UX question about shard size is unrelated to a Qwen3.5 MoE loading failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but they describe different concrete bugs: inference failure vs degenerate training." + "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": "TF32 API guidance and FineGrainedFP8 accuracy regression are distinct topics." + "reason": "Different numeric/precision topics: TF32 API settings vs FineGrainedFP8 accuracy." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Sparse-layer construction bug and type-checking regression are unrelated." + "reason": "A SwitchTransformers configuration bug is not the same underlying problem as a PretrainedConfig type-checking regression." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both involve Qwen3-VL variants, but one is a weight-shape mismatch and the other is a broader v5/MoE loading issue." + "reason": "Both are model-loading issues, but they affect different Qwen3-VL variants with different failure modes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed embedding-tie config warning does not match a gguf_file loading breakage." + "reason": "A removed config flag warning is unrelated to gguf_file breaking tokenizer/model loading." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Import error and documentation parameter-name mismatch are not the same bug." + "reason": "Import/export API mismatch vs documentation typo; these are not the same bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is a different failure from loading physical-intelligence/fast on >=5.1.0." + "reason": "Different failure points in loading: tokenizer mapping can be None vs a specific model load failure for physical-intelligence/fast." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-processor method and torch.split return-value issue are unrelated." + "reason": "Different models and logic: multimodal image patch counting vs GLM MoE index splitting." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor is unrelated to max_shard_size behavior." + "reason": "A crash when loading video models without torchvision is unrelated to shard-size defaults." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "These are both warnings, but they concern different models and different config mismatches." + "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": "Python version incompatibility and incorrect pipeline-parallel output are different problems." + "reason": "Different symptoms and layers: Python version compatibility vs incorrect outputs under pipeline parallelism." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek variants and different implementation details; not the same concrete defect." + "reason": "Both mention DeepSeek, but one is an implementation divergence and the other is a specific tensor op issue; not the same bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Embedding-tie removal warning is unrelated to quantized save/load corruption." + "reason": "A global v5 config/API regression is not the same as a quantized-save/load corruption bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config warning about removed API is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Different code paths: removed embedding-tie config warning vs flash_attention crash on sink-less models." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Distributed optimizer-state corruption in FSDP2/PEFT is unrelated to Liger Kernel application with model_init." + "reason": "Different training-stack issues: wrong optimizer state distribution under FSDP2/PEFT vs Liger Kernel not applied with model_init." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "VRAM leak in multithreaded loading and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Unrelated: VRAM leak in Qwen3ForCausalLM multithreading vs Gemma 4 multimodal token defaults." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken keyword collision is different from TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different tokenizer bugs: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages and code paths." + "reason": "Both are import errors, but for different missing symbols from different packages and unrelated API changes." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing projections in qwen3next is unrelated to a strict config field being dropped." + "reason": "Different Qwen variants and different issues: missing attention projections vs a missing config field being dropped." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "One is a Qwen3-VL-Moe bug and the other is qwen3next layer-projection omission; not the same issue." + "reason": "Different Qwen model families and different failures; these are not the same underlying bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight mismatch on Qwen3-VL-30B is a different failure mode from missing attn projections in qwen3next." + "reason": "Different model architectures and failure details; not a duplicate." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "The first is unintended network access with local_files_only, while the second is a missing embed_tokens weight on UMT5Encoder." + "reason": "Different from_pretrained problems: offline-mode network leakage vs a missing embedding weight during model load." } ] }, @@ -14197,8 +14101,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -14290,9 +14194,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -14614,14 +14518,14 @@ "issue:36683|issue:44117", "issue:43618|issue:44380" ], - "prepared_review_unit_hash": "8d3b813d737a6a08dede34cf795a7aff10880d55875552143f80453892b9427e", + "prepared_review_unit_hash": "1c6e5df2bc334a96c54e9428da5f48aa714a6d78555a2532ea46e5e73a1a3e76", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 47, @@ -14636,228 +14540,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regression reports (imports, config fields, model loading, attention backends, save/load paths, and a few model-specific bugs). The soft pairs are thematically similar in places, but none look like the same concrete underlying bug/change.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43611 is the broadest, clearest regression-framed report in the set and a reasonable anchor for the model-loading breakage theme, but the cluster is too heterogeneous for a strong duplicate canon.", + "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).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most representative single issue to keep as a triage anchor because it is concise, actionable, and closest to the common v5 loader-regression surface area.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Both are import-related, but the missing symbol (`layer_type_validation`) and the local-files-only network leak are different APIs and different failure modes." + "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", "accept": false, - "reason": "Both involve generation/pipeline behavior, but one is a missing cache during chunked prefill and the other is final partial-batch result dropping in MaskGenerationPipeline." + "reason": "One is about GenerationMixin cache behavior in chunked prefill, the other about MaskGenerationPipeline final partial-batch handling; unrelated bugs." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request handling vs `apply_chat_template` crash on tool-call assistant messages are different code paths and bugs." + "reason": "Different API layers: /v1/chat/completions request validation vs apply_chat_template crashing on tool-call messages." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one is missing `attentions` and the other is `hidden_states=None`; different outputs and likely different fixes." + "reason": "Both involve CLIP regressions, but they affect different returned fields (attentions vs hidden_states) and are not the same bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling being ignored under SDPA/FlashAttention." + "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": "Wrong tokenizer decoder type and FP8 inference failure on B200 are unrelated issues." + "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 Qwen3VL MoE model loading and the other is a generic sorted-state_dict load error; not the same bug." + "reason": "Both are loading failures, but one is a Qwen3VL MoE model-specific breakage and the other is a state_dict ordering/load issue." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing `vocab_size` in Gemma3Config vs missing `fpn_position_embeddings` in Sam3VisionEncoderOutput are distinct model-specific attribute errors." + "reason": "Different missing-attribute bugs on different model families; no shared code path is evident." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but resize-token-embeddings propagation and bidirectional-attention mask construction are different behaviors." + "reason": "Resize-token-embeddings behavior and Gemma4 bidirectional-attention masking are separate Gemma4 issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving and pipeline object serialization both involve saving, but they are different failure paths with different objects and APIs." + "reason": "Quantized model saving and Pipeline.save_pretrained are distinct save-path problems." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for `return_all_scores` is unrelated to pipeline `save_pretrained` failures." + "reason": "Docs/behavior mismatch for text classification is unrelated to pipeline serialization." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Separate import errors from different packages/symbols (`GenerationMixin` vs `is_offline_mode`)." + "reason": "Both are import errors, but from different packages and symbols; no common underlying defect." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and Gemma4 attention-mask behavior are unrelated config/model bugs." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with `base_model_prefix` and pipeline save serialization are different code paths and fixes." + "reason": "Model loading with base_model_prefix is a separate path from saving Pipeline objects." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention 2 support gating and GLM-5 `GenerationConfig` validation are unrelated." + "reason": "FlashAttention support error and invalid GenerationConfig are different failures." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load error with sorted state_dict and Qwen3.5 checkpoint corruption from `save_pretrained` are distinct save/load bugs." + "reason": "State_dict-sorting load failure and Qwen3.5 checkpoint-saving regression are not the same bug." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal-mask bug and LlamaConfig `head_dim` validation are unrelated config/attention issues." + "reason": "Gemma4 causal-mask construction and LlamaConfig head_dim validation are unrelated configuration issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only still making API requests is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-attribute reports, but they concern different models and different fields (`vocab_size` vs `pad_token_id`)." + "reason": "Missing vocab_size in Gemma3Config and missing pad_token_id in Llama4Config are separate model config bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attention output regression and Qwen3.5 save_pretrained corruption are unrelated." + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling in GPT-2 backends and `AttentionInterface.register` behavior changes are different problems." + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing `vocab_size` and load-balancing loss omission are different subsystems and failure modes." + "reason": "Gemma3 config attribute missing and MoE load-balancing loss omission are unrelated." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "A missing config attribute in Gemma3 is not the same as a GLM-4V model loading failure." + "reason": "Missing vocab_size in Gemma3Config and glm-4v-9b loading failure are different model-specific issues." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "An isolated reproduction of an earlier issue and a Qwen3_5 infinite-loop-on-image report are not the same bug." + "reason": "A reproduction of another issue is not the same as a Qwen3_5 infinite-loop-on-image bug." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3_5 image infinite loop are different model/runtime issues." + "reason": "Qwen3VL MoE loading and Qwen3_5 image generation looping are different model behaviors." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support issue and Python-version compatibility issue are unrelated." + "reason": "FlashAttention support and Python version compatibility are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder loading is not the same as Qwen3.5 MoE `from_pretrained` failure." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading bugs." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both mention attention/FlashAttention, but one is unsupported FA2 for Ministral-3 and the other is ignored GPT-2 attention scaling; different concrete bugs." + "reason": "Both mention FlashAttention, but one is a model support limitation and the other is attention scaling being ignored." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "These are different issues entirely: Nemotron FlashAttention support vs Qwen3.5 MoE `from_pretrained` error." + "reason": "Same title family, but still a model-specific FlashAttention support error versus a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Sorted-state_dict load failure and Gemma pipeline roundtrip on the underscore token are unrelated save/load behaviors." + "reason": "State_dict ordering load error and Gemma pipeline roundtrip failure are not the same underlying problem." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python-file errors and Python 3.13 `@torch.jit.script` parsing/indentation errors are different import-time problems." + "reason": "Compiled-file import errors on one side and a Python 3.13 torch.jit parsing indentation error on the other are distinct failures." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Ignored attention scaling and degenerate zero loss with `num_labels=1` are unrelated model-training bugs." + "reason": "Attention backend scaling bug and degenerate zero-loss classification bug affect different subsystems." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support gating is unrelated to GPT-2 scaling being ignored in other attention backends." + "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", "accept": false, - "reason": "Load failure on sorted state_dict and missing `deepstack_visual_indexes` in Qwen3_5MoeVisionConfig are different issues." + "reason": "State_dict-sorted load failure and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are unrelated." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Missing config field in Gemma3 and tokenizer-mapping returning `None` are unrelated failure modes." + "reason": "A missing config attribute and TOKENIZER_MAPPING_NAMES returning None are separate initialization bugs." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions missing and GPT-2 attention scaling ignored are different regressions affecting different models and code paths." + "reason": "CLIP output field regression is unrelated to GPT2 attention scaling behavior." } ] }, @@ -14876,8 +14780,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -14969,9 +14873,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -15202,8 +15106,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -15299,9 +15203,9 @@ "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -15653,14 +15557,14 @@ "issue:41669|issue:43704", "issue:31795|issue:34689" ], - "prepared_review_unit_hash": "9d863233e03de2f7b1ae51ecec64557cc2168aa341fe224cbe4e45d1eb4ae9b9", + "prepared_review_unit_hash": "35267ff1d750cd0aa5537fc2c6f1fc225ea745706877bdcbba9a5fc400b06a39", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 48, @@ -15675,258 +15579,258 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose grab-bag of Transformers issues, mostly v5 regressions and import/model-loading bugs, but the soft pairs generally describe different concrete code paths rather than duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report about v5 breaking many models, so it best represents the cluster theme.", + "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.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best triage anchor because it captures the widest cross-model impact among the v5 regression reports.", + "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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Both mention import/loading behavior, but one is about import * bloat and the other about chunked_prefill cache behavior." + "reason": "Different problems: import-star cleanup/perf vs missing cache state in chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 upgrade breakages, but they affect different model-loading paths and different failure modes." + "reason": "Both are v5 upgrade incompatibilities, but the concrete breakages differ (reload failure vs meta-init incompatibility)." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "One is a StableLmConfig missing field regression; the other is a broad complaint about many models breaking." + "reason": "Specific missing config field vs a generic \"v5 breaks many models\" complaint." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen chat crash is a specific model/API failure, not the same bug as the broad v5 breakage report." + "reason": "A Qwen3.5 chat crash is a distinct code path from the broad version-regression report." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from model imports is unrelated to a missing Qwen3_5 module import error." + "reason": "Import-star cleanup/performance issue is unrelated to a missing Qwen3_5ForCausalLM import." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern imports/lazy loading, but one reports slow import timing and the other says lazy loading is broken." + "reason": "Import performance slowdown and lazy-loading malfunction are related themes, but not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + "reason": "Test seeding instability has nothing to do with inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different subsystems: model-type mismatch warning versus Liger Kernel application in model_init." + "reason": "Model-type warning mismatch is unrelated to Liger Kernel application with model_init." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated bugs." + "reason": "AutoProcessor cached_file kwarg passthrough is a different path from scheduler kwargs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class save metadata mismatch is not the same as an unspecified bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding box output are different problems." + "reason": "Python version compatibility and Qwen3-VL bbox output errors are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is unrelated to the generic bug report." + "reason": "Reading a buffer-registered position_ids tensor is a specific model bug, not the same as the generic report." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support warning and Qwen3-VL output errors are different code paths." + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL 2D bbox hallucinations." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs handling are unrelated." + "reason": "Broken `transformers env` CLI and scheduler keyword handling are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs omission and PretrainedConfig type checking are different issues." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage affect different subsystems." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * cleanup/import overhead is not the same as a missing HybridCache export." + "reason": "Import-star cleanup/performance is unrelated to the HybridCache import error." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import bloat and a testing_utils bug do not share the same underlying change." + "reason": "Model import cleanup/perf issue does not match a testing_utils bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regressions, but one is about import errors and the other about general model breakage." + "reason": "Both mention broad v5 breakage, but one is about import errors and the other is a generic regression complaint." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked_prefill cache missing and a cache-strategy typo are not the same bug." + "reason": "Chunked prefill cache missing and a cache-strategy typo are different issues." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing image-patch helper in GLM46V is a specific multimodal API gap, not the broad v5 regression." + "reason": "GLM46V image patch helper AttributeError is a specific multimodal bug, not the generic v5 regression." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "One is missing kwargs passthrough, the other is attention implementation wiring; related area but different fixes." + "reason": "Both are RoFormer-related, but one is kwargs passthrough and the other is attention-interface usage." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a Qwen3_5 import failure are unrelated." + "reason": "Python compatibility failure and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different model families and different failure reports." + "reason": "Qwen3-VL bbox output issue is unrelated to the Qwen3.5 Moe from_pretrained failure." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and tied weight key AttributeError are unrelated." + "reason": "Optional post_init policy and tied-weight key list handling are different problems." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." + "reason": "Documentation updates after pipeline removals do not match scheduler kwargs behavior." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are different issues." + "reason": "One is documentation confusion; the other is a tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import * cleanup and a typo in cache strategies are not duplicates." + "reason": "Import-star cleanup/performance and cache-strategy typo are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application and flash_attention_3 training degeneration are different concrete bugs." + "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 API guidance and a cache-strategy typo do not match." + "reason": "TF32 configuration guidance and a cache-strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are adjacent but distinct issues." + "reason": "CLI env command breakage and lazy-loading malfunction are not the same bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained and tied weight key handling are unrelated." + "reason": "Pipeline save_pretrained support and tied-weight key extraction crash are unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding bug are different topics." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a concrete Qwen3.5 MoE from_pretrained error." + "reason": "A generic bug report is not enough evidence that this is the same Qwen3.5 Moe from_pretrained issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading problems and scheduler kwarg handling are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Env CLI breakage and Qwen3_5 module import failure are different bugs." + "reason": "Broken `transformers env` command and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Docs referencing pipeline() and a cache-strategy typo are not the same issue." + "reason": "Docs still referencing pipeline() and a cache-strategy typo are different issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4 related, but one is about gating and the other about tensor transpose/casting." + "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 math and GLM-5 RoPE implementation are unrelated." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation and scheduler kwargs are unrelated." + "reason": "Timestamp math in Qwen3VL does not overlap with scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import cleanup/performance and VRAM leak in multithreaded use are different failure modes." + "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 and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "Documentation confusion about forward args is unrelated to a model-loading regression for Llama 3.2." } ] }, @@ -16037,14 +15941,14 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "c810d020f658a421d92c689d57ce5b3691e8e6fe33e5f65186aea132e6efcdac", + "prepared_review_unit_hash": "a5a4ed954ea6ba57b94c1ff8724151bb61c01ed200b2478009554726edc18d3c", "component_budget": { "node_count": 433, "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 826503, - "estimated_input_tokens": 206626, - "estimated_eval_tokens": 413508 + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 }, "budget": { "node_count": 42, @@ -16059,264 +15963,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated model bugs, tokenizer regressions, config/import errors, docs, and performance complaints. None of the soft links look like the same underlying bug or change, so all are rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Different problems: slow checkpoint loading vs confusing forward() docs for input_ids/past_key_values." + "reason": "Different problems: slow checkpoint loading vs confusing forward() docs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Unrelated model internals: GLM-5 RoPE implementation vs Gemma-4 audio positional encoding." + "reason": "Both are model-specific architecture issues, but GLM RoPE and Gemma audio positional encoding are unrelated code paths." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Different topics: continuous batching support for audio models vs a DeepSeek-V4 weight conversion question." + "reason": "Continuous batching support for audio models is unrelated to DeepSeek-V4 weight conversion guidance." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multithreaded dataloading is unrelated to GLM-5 RoPE implementation." + "reason": "VRAM leak in Qwen3 causal LM multi-threading is not the same as GLM-5 RoPE implementation." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic v5 breakage report vs a specific Qwen3.5 import failure; not the same bug." + "reason": "Broad v5 breakage complaint vs a specific module import failure; not the same bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage vs a Qwen3VL timestamp calculation bug." + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different bugs." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings deprecation is unrelated to the VRAM leak report." + "reason": "TF32 API migration guidance is unrelated to a VRAM leak." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Different processor bugs: timestamp math vs save_pretrained missing files." + "reason": "Processor timestamp math and save_pretrained missing files are separate processor issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are unrelated code paths." + "reason": "Timestamp computation bug vs multi-thread VRAM leak; different functionality and code paths." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + "reason": "torch.split return handling in GLM MoE indexer is not the same as Gemma audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different model components: MLA q_a_layernorm epsilon handling vs Gemma-4 audio positional encoding." + "reason": "RMS norm epsilon precision issue in MLA q_a_layernorm is unrelated to Gemma audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different missing symbols: HybridCache import vs Qwen3_5ForCausalLM import." + "reason": "Both are import errors, but they involve different missing symbols/modules and likely different causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support gating and a module import failure are distinct issues." + "reason": "Flash Attention 2 support limitation for NemotronH is not an import-module failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both tokenizer-related, but one is a general v4-v5 behavior change and the other is a specific decoder-type mismatch." + "reason": "Both mention tokenizer v5 behavior, but one is a broad regression while the other is a decoder-type mismatch." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat template tool-call crashes are separate failures." + "reason": "Tied-weight key handling crash is unrelated to chat template tool-call crashes." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing." + "reason": "Missing pad_token_id on Llama4Config and tied-weight key attribute handling are different config/runtime issues." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to the unrelated issue 44998." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the placeholder issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key AttributeError." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder type regression is unrelated to the unrelated issue 44998." + "reason": "Tokenizer decoder-type regression and the placeholder issue are unrelated." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance cleanup is unrelated to the unrelated issue 44998." + "reason": "Removing import * from models is a performance/refactor issue, not the placeholder issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint load slowness and missing layer_type_validation import are different bugs." + "reason": "Checkpoint loading slowness and an import error from configuration_utils are different failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL is unrelated to processor.save_pretrained missing files." + "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": "The unrelated issue 44998 has nothing in common with a Qwen3.5 import error." + "reason": "Unemployment placeholder is unrelated to an import failure." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLflow reporting after failed training and slow from_pretrained loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bugs are different code paths." + "reason": "Checkpoint load performance and tensor-parallel training bugs are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request is not the same as a Qwen3.5 MoE from_pretrained regression." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow from_pretrained loading and tokenizer loading regression are distinct issues." + "reason": "Slow checkpoint loading and tokenizer loading regression are different problems." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to fp8 inference support." + "reason": "Audio-model continuous batching support and FP8 inference support are separate feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface are unrelated." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value usage and DeepSeek-V4 shared expert gating are different model bugs." + "reason": "Mask2former ignore_value bug and DeepSeek-V4 shared expert gating are different model-specific issues." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps type hint and tokenizer regex warnings are unrelated." + "reason": "Incorrect type hint on ModernBERTConfig is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value and kwargs not passed to loss calculation are different defects." + "reason": "Mask2former ignore_value handling and kwargs not reaching loss calculation are different training paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation." + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug does not match the tokenizer regex warning regression." + "reason": "Model ignore_value bug is unrelated to global tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to RoFormer attention implementation." + "reason": "Mask2former config/usage bug does not match a RoFormer attention implementation issue." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unused ignore_value and a typo in quantization_operation are unrelated." + "reason": "Model ignore_value handling and a quantization-operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss and ModernBERT type hints are separate issues." + "reason": "Loss kwargs propagation is unrelated to a type-hint correction." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and a typo in a conversion string are unrelated." + "reason": "Type-hint issue and quantization typo are clearly different." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm normalization question is unrelated to ModernBERT norm_eps typing." + "reason": "Llama4TextL2Norm design question is unrelated to ModernBERTConfig typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to a ModernBERT type-hint bug." + "reason": "Mask2former ignore_value bug and ModernBERTConfig type hint are unrelated." } ] }, @@ -16335,8 +16239,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16413,8 +16317,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16484,8 +16388,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16547,8 +16451,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -16787,8 +16691,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17109,8 +17013,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17172,8 +17076,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17235,8 +17139,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -17298,8 +17202,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17520,8 +17424,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17651,40 +17555,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "19a37480826bcbdc63fe8f18ced2749e9a1be302b5fb5c67addc51ecd45192a4", + "prepared_review_unit_hash": "5f2c90f45393767f55c5a1a2c755ae3a1d0a7b390be6bd9d27eb3caac5d5ddda", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "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 are two separate 4-bit inference bugs in different code paths: one in Gemma4 audio modules hitting torch.finfo() on uint8 weights, and one in BitsAndBytesConfig module skipping that breaks the default lm_head exclusion. They should not be merged as duplicates.", + "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": null, + "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.", "canonical_pr_reason": null, - "best_issue_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_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both mention 4-bit inference, but the failures are different: one is a torch.finfo() TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. Different triggers, code paths, and fixes." + "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." } ] }, @@ -17829,8 +17733,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17942,7 +17846,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17950,7 +17854,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-13", + "cluster_id": "cluster-39895-15", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -17964,7 +17868,9 @@ "pull_request:45170", "pull_request:45213", "pull_request:45655", - "pull_request:46048" + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -17980,172 +17886,168 @@ "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": "4e7698c4ce846fd7e6f972378e3dd979f4b575c950d6100c8cd833e246be2358", + "prepared_review_unit_hash": "cfb1cacd158bc4bc0d73e85af4182f07602270a0842f9dfdbd64f6bcff7d0a48", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34773, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 39744, + "estimated_input_tokens": 9936, + "estimated_eval_tokens": 20128 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34773, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 39744, + "estimated_input_tokens": 9936, + "estimated_eval_tokens": 20128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that share broad themes like model onboarding, tokenizer fixes, or test updates. The only true near-duplicate is the pair of `fixed_cross_entropy` PRs, which both implement the same loss kwargs support for the same issue target.", - "confidence": 0.96, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the best representative for the loss fix: it has the explicit issue target `43240`, touches the exact same code path as the companion PR, and presents the broader, more direct API change (`weight` and `label_smoothing`) in `fixed_cross_entropy`.", + "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.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the strongest global representative because it is the only PR in the cluster with an explicit issue target and it cleanly captures the concrete bug/fix pair around `fixed_cross_entropy`.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated model/runtime additions; they share only a loose theme of Transformers feature work, not the same underlying bug or change." + "reason": "Unrelated changes: VideoPrism model addition vs ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs. executorch dynamic-shape testing are different changes in different code paths." + "reason": "Tokenizer method additions are unrelated to ExecuTorch export behavior." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "A Mistral tokenizer API gap and adding MobileLLM are unrelated model-specific changes." + "reason": "Mistral tokenizer fixes vs adding a new MobileLLM model are different changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "These are both processor/model-pretrained related only at a broad level; they address different models and different implementation problems." + "reason": "Processor robustness changes are unrelated to adding MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs support is unrelated to adding a new MobileLLM model implementation." + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The loss utility fix and Mistral4 test/model work do not target the same bug or code path." + "reason": "`fixed_cross_entropy` kwargs handling is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 test fixes are separate test concerns, not duplicate fixes." + "reason": "ExecuTorch export tests and Mistral4 model/test fixes address different code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "They cover different subsystems and different failure modes; no shared concrete change." + "reason": "Dynamic export testing does not match new-model implementation work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated model vs. core inheritance behavior changes." + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model implementation and Falcon output-interface refactoring are different tasks." + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM addition and a model-creation skill/meta-PR are not the same underlying code change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "These are unrelated; one adds a model, the other changes class annotation/config resolution semantics." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 fixes are different model-family changes with no shared concrete bug." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon refactoring is unrelated to the model-creation skill/meta automation PR." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes and the `layrnorm` rename sweep are different bugs/changes, even if both touch model code." + "reason": "Mistral4 fixes vs `layrnorm` renaming/correction are different underlying bugs." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "A model-specific fix PR and a model-creation skill PR are not duplicate fixes." + "reason": "Mistral4 test fixes are unrelated to chat-response parsing updates." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and `cls.config` resolution order are unrelated internal behaviors." + "reason": "Mistral4 tests/model work is unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and adding the TDT loss kernel are different subsystems and different concrete changes." + "reason": "Mistral4 fixes and config-resolution ordering are different issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "The shared theme is only model development infrastructure; the concrete edits are unrelated." + "reason": "A model test/fix PR is not the same change as the model-creation skill PR, despite touching `modeling_auto.py`." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model PR and a meta skill PR are not the same underlying change." + "reason": "MobileLLM model addition and the model-creation skill are not the same concrete change." + }, + { + "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." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to make `fixed_cross_entropy` pass supported kwargs to `nn.functional.cross_entropy`; they target the same bug and could plausibly be merged into one PR." + "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." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet. The only accepted soft-edge pair, `pull_request:43251` vs `pull_request:43254`, is clearly mergeable as a single bugfix PR: both touch `src/transformers/loss/loss_utils.py`, both target issue `43240`, and both extend `fixed_cross_entropy` to pass supported kwargs to `nn.functional.cross_entropy`. The other pair verdicts are conservative and do not overclaim overlap beyond broad thematic similarity. The summary also stays within the evidence." + "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." }, "evaluator_used": true, "retried": false, @@ -18156,7 +18058,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18172,7 +18074,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "deaa24b9e3f43f9b535319b7e8a7557041c8ca66d01759c6256e788b950f5afa", + "prepared_review_unit_hash": "6000e743e6e92d6350841150b743bd3b421ff59bd1803591c4baeb4260dee81b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18194,18 +18096,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct pull requests for the VibeVoice family: one adds the base model support, the other adds a realtime variant with additional tokenizer/feature-extractor/generation work. They overlap heavily in shared scaffolding, but they are not the same concrete change set.", - "confidence": 0.89, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the broader and more feature-complete VibeVoice-related change, but it is still a different deliverable from the base VibeVoice implementation in 40546 (realtime extension plus extra model components).", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the best representative of the cluster because it covers the larger, newer VibeVoice integration surface and includes the realtime-specific additions beyond the base model support.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice codebase and docs, but 40546 is the base implementation while 42781 adds a realtime variant with extra tokenizer/feature-extractor/generation changes. Related, but not the same underlying fix/change." + "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." } ] }, @@ -18219,7 +18121,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18235,12 +18137,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "9226e9a4c51f760b804ac0222b00df236dc24483bf11e45dd1b816c348815219", + "prepared_review_unit_hash": "01ad080e7eedfdd818518b3290cf87a7b3f28178d9ca7420314294608a7e874d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18248,7 +18150,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18257,18 +18159,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs in different model areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not look like the same underlying change and should not be clustered as duplicates.", + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits: the items address different models, code paths, and user-facing features.", + "canonical_pr_reason": "No single canonical PR; the PRs address unrelated feature work in different subsystems.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because they are not duplicates and solve unrelated problems.", + "best_pr_reason": "Neither PR is a global best representative for a duplicate cluster because they are not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and goals: TimesFM forecasting with covariates vs. DINOv3 image classification. The filenames, APIs, and diffs indicate separate feature work, not one mergeable fix." + "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." } ] }, @@ -18282,7 +18184,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18345,7 +18247,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18363,7 +18265,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "d9ad6072d6668006e9497862c02483ce96fda9a263dd89dc7644d0c1f62c487b", + "prepared_review_unit_hash": "bd426805a3cc5cf69f6221c5091035cf392475c3401c93edd989340ab0f22462", "component_budget": { "node_count": 3, "item_count": 3, @@ -18385,24 +18287,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are same-pattern model additions, but they target different models and code paths (DeepSeek OCR, Isaac, Kimi2-6), so they are not duplicates. Shared auto/docs plumbing is too generic to merge them together.", - "confidence": 0.96, + "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.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_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.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the broadest and most complete single model-addition PR in this cluster, but it is not a duplicate of the others.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations (DeepSeek OCR vs Isaac); shared docs/auto-registration changes are generic boilerplate, not the same underlying fix." + "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." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families and code paths (Isaac vs Kimi2-6); they overlap only in standard integration files, so they should not be merged as one PR." + "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." } ] }, @@ -18416,7 +18318,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18432,12 +18334,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "59615d1a5f05b4993bb991574c894c769c2d4cebcd871eee69ad460bc054b026", + "prepared_review_unit_hash": "87c3e9114399a2d66ade3a0f76181346bc6e9710edaaca970b7e6d1b858d2f40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18445,7 +18347,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18454,18 +18356,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct workflow-maintenance PRs: one is a broad GitHub Actions upgrade for Node 24 compatibility, the other updates Docker build-related actions and a few workflow action versions. They overlap in CI files but do not appear to fix the same underlying change.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the cleaner representative of the cluster because it has a single, explicit goal (Node 24 compatibility) across many workflows; PR 42976 is a separate action-version refresh centered on Docker/build workflows.", + "canonical_pr_reason": "PR #42975 is the broader, more representative workflow-actions upgrade focused on Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single PR for this cluster because its scope is broader and more clearly defined, while PR 42976 is narrower and targets a different dependency set.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both touch GitHub Actions workflow files, but 42975 upgrades core action versions for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action and related workflow actions. They are related maintenance changes, not the same concrete fix and would not naturally merge into one PR." + "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." } ] }, @@ -18479,7 +18381,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18487,13 +18389,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-5", + "cluster_id": "cluster-42978-4", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45490", - "pull_request:46162" + "pull_request:45490" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -18501,79 +18402,72 @@ "pull_request:42978|pull_request:45490", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43451|pull_request:45490", - "pull_request:45490|pull_request:46162" + "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "d6d280af2cb9dbaee7905e6a902fe1815007c3adf05ef299dd5f488e1bd0a02f", + "prepared_review_unit_hash": "e6f33d31581aa1171b16532afa7ef9820d8c0373cf31dcc5d33df2182e2ec945", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 7, - "serialized_chars": 16552, - "estimated_input_tokens": 4138, - "estimated_eval_tokens": 8532 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 7, - "serialized_chars": 16552, - "estimated_input_tokens": 4138, - "estimated_eval_tokens": 8532 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the PRs are separate model additions (ViT NEPA, Molmo, Molmo2, CTSM) plus an unrelated XPU test-only tweak. The overlapping docs/auto-registration/test scaffolding files are generic and don\u2019t indicate the same underlying change.", + "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.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a good canonical duplicate candidate because these are distinct model-addition or test-only changes. If forced to pick a representative, 43451 is the most substantial single PR, but it is still not duplicate-equivalent to the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are standard registration plumbing, not the same bug/change." + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Shared auto/docs changes are generic model-registration boilerplate, not a single mergeable fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. The overlap is only generic model-registration/docs scaffolding." + "reason": "ViT NEPA and Molmo2 are unrelated model implementations with distinct configs, modeling files, and tests; not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different domains and models: ViT NEPA vs CTSM. Shared auto/docs edits are broad infrastructure, not one concrete fix." + "reason": "ViT NEPA and CTSM are separate model additions in different subsystems (vision vs time series), so they cannot be merged as one PR." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model implementations with different files and behavior; they are not the same change." + "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." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; the common auto/docs files are incidental." + "reason": "Molmo and CTSM are unrelated model additions; overlap is only in shared registry/docs plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different code paths and artifacts; not mergeable as one duplicate PR." - }, - { - "left": "pull_request:45490", - "right": "pull_request:46162", - "accept": false, - "reason": "CTSM model implementation vs a small XPU test-annotation tweak across existing tests; these are unrelated changes." + "reason": "Molmo2 and CTSM are different models with different modeling/processing implementations and tests, so they are not the same underlying change." } ] }, @@ -18587,7 +18481,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18606,7 +18500,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "ccc2e9ca3ff8c58e2bf3a436ba44baa03e33736283049f1c66d4f09479856ad0", + "prepared_review_unit_hash": "6a227da7013a0b694372aba8a3e80bef43135ed90fce3fd9efc4bd21f7d4d39d", "component_budget": { "node_count": 3, "item_count": 3, @@ -18628,30 +18522,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests: one adjusts Whisper tokenization/tests, one is test-only noise for CLIP/ViT, and one is a substantive FP8/dequantization fix. The superficial similarity is just that they are all PRs touching tests or model code, but they do not target the same bug or change.", + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it contains the most concrete production fix: a dequant/loading-path change plus FP8 integration work across core code and a related model test. The other PRs are either test-only noise (#43665) or a narrower Whisper test/tokenization adjustment (#43291).", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best representative of the cluster because it is the most substantive and self-contained code change. It fixes a specific code path, unlike #43665 which is clearly not a real fix, and #43291 which is a narrower Whisper-specific test/tokenization tweak.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenization/test changes and dummy CLIP/ViT test edits are unrelated fixes; they do not address the same underlying bug or code path." + "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." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/tokenization cleanup is unrelated to FP8 dequant/loading behavior. Different subsystems, different failure modes, no shared concrete fix." + "reason": "Whisper decode logic is unrelated to FP8 dequant/model loading. No shared concrete bug or mergeable code change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "#43665 is test-only noise while #44815 is a real FP8/dequant fix. They do not plausibly merge into one PR for the same issue." + "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." } ] }, @@ -18665,7 +18559,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18688,12 +18582,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "79d86350bcea9c8200a743a7c0dee81b871fe482fdd73260a00b54dc7aa204e2", + "prepared_review_unit_hash": "870079ac3b6e513040aff076cd050684413a613b765d70207f187abe1c08d590", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11342, + "serialized_chars": 11341, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18701,7 +18595,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11342, + "serialized_chars": 11341, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18710,48 +18604,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated repo-test / bot-playground changes that happen to touch the same test file or subsystem. Only the two identical ViT test-migration PRs look like true duplicates of the same change.", - "confidence": 0.88, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46100 is the cleaner canonical representative: it is earlier, has the generic test-migration title, and its diff matches #46114 exactly.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the best overall representative of the duplicate pair because it is the earliest and most neutral description of the identical change.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Both touch tests/models/vit/test_modeling_vit.py, but the surrounding changes differ completely (#43488 also changes setup.py/dependency plumbing). Same file is not enough; not the same underlying PR." + "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." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Different edits and different intent: #43488 is a repo-bot/version/dependency tweak, while #43532 rewrites CI workflows and multiple model files. Not a duplicate change." + "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." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They only overlap on the ViT test file, but #43532 is a broad CI/workflow/model change and #46114 is a tiny test-migration stub. Not the same concrete change." + "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." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "#45932 is a large multi-file grafana/OTEL and model-code change; #46100 is a tiny ViT test-migration edit. Shared test-file noise does not make them duplicates." + "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." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These PRs have the same diff in the same file and appear to be forked/duplicate test-migration PRs. They are the same underlying change and could be merged as one." + "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." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet. The only accepted pair, 46100 and 46114, has the same single-file diff and is plausibly a forked duplicate test-migration PR, so it is mergeable as one bugfix. The rejected pairs are conservative: they share at most a filename or subsystem, but the surrounding changes are clearly unrelated in scope and intent." + "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." }, "evaluator_used": true, "retried": false, @@ -18762,7 +18656,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18778,12 +18672,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a1f3f6d87e081d3bfebf3c418cb5637905430851d0df38d52789f18809979709", + "prepared_review_unit_hash": "f170168a5cf882df1c10e3d21ea7944dcc4cf2de152601e7d67a3b5af50c381a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18791,7 +18685,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18800,18 +18694,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are closely related feature additions, but they target different segmentation pipelines and different model/code paths, so they should not be treated as duplicates.", - "confidence": 0.93, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate target: PR 43612 adds Promptable Concept Segmentation, while PR 43613 adds Promptable Visual Segmentation with a different set of supported models and pipeline implementation.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader, more infrastructure-heavy pipeline addition, but it still represents a distinct feature rather than the same change as PR 43612.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They share documentation/pipeline scaffolding, but the titles, filenames, and supported model sets show different underlying tasks and code paths, so they are not the same concrete change." + "reason": "Different pipeline features and model integrations; overlap is limited to generic docs/registration scaffolding, not the same bug or change." } ] }, @@ -18825,7 +18719,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18841,7 +18735,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c36e7d070e991b31485a82fce4e83a47dd8d89d45d8dc4f49b6044c15820f24d", + "prepared_review_unit_hash": "9cf0a658cc3cd1f6241ca9462a1b170e37cb1bcdcb92dc0cad96ae07d33e12e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18863,18 +18757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for overrideability. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.95, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete bugfix-style change: it alters training loss scaling behavior for gradient accumulation. PR #43663 is a separate refactor around input column filtering and model signature inspection.", + "canonical_pr_reason": "No canonical PR: the changes target different code paths and different customization points in Trainer.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative of the cluster because it targets a specific behavioral issue in the training loop, whereas #43663 is an unrelated extensibility refactor in the same file.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different goals: #43651 changes gradient-accumulation loss normalization in `training_step`, while #43663 adds an overrideable helper for signature-based column filtering. Shared file alone is not enough to treat them as the same fix." + "reason": "Same file, but different features: loss-scaling logic vs. signature-column override. They do not fix the same underlying bug or change." } ] }, @@ -18888,7 +18782,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18904,12 +18798,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "eb3175c3196b0d1fd677d3231e1e58a7f84be221c9ef1390ef3edd74f54d0cca", + "prepared_review_unit_hash": "a49b2999182c8cbc634df7ee1c8c84a761e0da044bc17eb176de7ef2f19d1962", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18917,7 +18811,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18926,18 +18820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap on the same CLI file and the same TypeAdapter NameError theme, but they appear to fix different runtime paths with different techniques, so they should not be treated as duplicates.", - "confidence": 0.82, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more precise fix for the explicit TypeAdapter NameError when pydantic is unavailable, with a minimal targeted change in the affected code path.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best captures the concrete bug report and applies the narrowest fix directly to the failing TypeAdapter annotation path.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both mention TypeAdapter NameError in src/transformers/cli/serve.py, but 43656 is a broader annotations/typing cleanup via __future__.annotations, while 43842 is a targeted fix for the pydantic-not-installed case. Different root causes and different fixes, so not a duplicate PR pair." + "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." } ] }, @@ -18951,7 +18845,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19017,7 +18911,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19129,394 +19023,346 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "dfc36ac762f1cefe3d92f14dda99c02166e3ed523b56b3588bc8f8a8c2d91376", + "prepared_review_unit_hash": "1cec2056080a28822f9737d699e27012a7ce32227bf5deb734f4401fe3f082d6", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors under the same tracking issue. The only clear duplicates are the GPT-Neo pair and the GPT-J/CodeGen variants; the rest target different models and should stay separate.", - "confidence": 0.92, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the strongest canonical PR: it is explicitly tied to the tracking issue and covers the core GPT-J/CodeGen output-tracing refactor in the shared code path.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 best represents the underlying change because it spans the shared GPT-J/CodeGen implementation and is directly linked to the issue driving this refactor wave.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same tracking issue alone is not enough to merge them." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same general refactor theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "These refactor different models (CVT/FNet vs DeBERTa v2), so they are not the same change." + "reason": "CVT/FNet output tracing vs DeBERTa output tracing; unrelated concrete implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch the GPT-J output-tracing refactor in the same file/code path, so they look like duplicate variants of one change." + "reason": "Both are GPT-J output-tracing refactors on the same block-level code path; one is just a broader variant." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR and EfficientNet are separate model implementations, not one duplicate bug fix." + "reason": "Different backbones (RegNet/ResNet vs EfficientNet); only the refactor style matches." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; only the generic refactor theme overlaps." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated models, so this is only topical similarity." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model code paths, so this is not a duplicate." + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; no shared concrete code path." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; same meta-pattern only." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different model changes." + "reason": "GPT-J/CodeGen versus MGP-STR; same initiative, different model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model code paths, so this is not the same underlying change." + "reason": "GPT-J/CodeGen versus MPT; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file; 44068 is a later revision of the same change." + "reason": "Both target GPT-Neo output tracing on the same model code path and look like alternate revisions of the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different implementations, so they should not be merged." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths, despite both being output-tracing refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated changes." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen touch different code paths and do not look like the same bug." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations." + "reason": "ResNet versus GPT-J; no shared concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model-specific refactors, not duplicates." + "reason": "GPT-Neo and ResNet are unrelated model paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model code paths; only the refactor style overlaps." + "reason": "ResNet versus MPT; only broad output-tracing theme overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo versus Flaubert/XLM output tracing; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are distinct code paths, so this is not a duplicate." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different code paths; same broad output-tracing theme is not enough." + "reason": "GPT-Neo versus GPT-J; same theme, different model." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo versus MGP-STR; unrelated concrete code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR target different models and different forward paths." + "reason": "GPT-Neo versus MGP-STR; not a duplicate fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are distinct model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate model-specific refactors." + "reason": "GPT2 versus MGP-STR; only the output-tracing pattern overlaps." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model code paths." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different models; they are only thematically similar." + "reason": "ViLT versus Flaubert/XLM; broad refactor similarity only." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated model implementations." + "reason": "GPT2 and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are separate model refactors." + "reason": "Segformer and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer and VisualBert are unrelated model implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are different model implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are separate model-specific changes." + "reason": "Segformer versus LongT5; same tracing initiative but different code." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM do not share the same concrete code path." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are different models, so this is not a duplicate." + "reason": "VisualBert and Flaubert/XLM are different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are different model implementations." + "reason": "MPNet versus Flaubert/XLM; no shared underlying bug." }, { - "left": "pull_request:44074", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model-specific refactors." + "reason": "Flaubert/XLM and LongT5 are distinct implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and GPT-2 are different models and forward paths." + "reason": "Segformer versus GPT-Neo; only the output-tracing refactor theme is shared." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are unrelated model code paths." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are distinct model implementations." + "reason": "MPNet versus LongT5; different models, not duplicates." }, { - "left": "pull_request:44017", + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-Neo are different model code paths." + "reason": "RegNet and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and SegFormer are separate model-specific changes." - }, - { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated model implementations." + "reason": "TextNet versus LongT5; no concrete overlap beyond the refactor pattern." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are separate model refactors." + "reason": "SqueezeBert versus MPT; different model-specific output handling." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "RegNet and TextNet are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and TextNet are separate model-specific changes." + "reason": "RegNet versus MPNet; not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated model code paths." + "reason": "SqueezeBert and DeBERTa are unrelated code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44129", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model implementations." + "reason": "DeBERTa versus TextNet; same generic migration, different implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "They modify the same GPT-J/CodeGen output-tracing code paths and look like duplicate iterations of the same refactor." + "reason": "Same GPT-J/CodeGen output-tracing refactor family with the same concrete code path; this looks like a later focused revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the GPT-J output-tracing implementation in modeling_gptj.py, so they look like the same change." + "reason": "Both are GPT-J output-tracing refactors and could be merged into one PR for the same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "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 model-specific refactors." + "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 and SpeechT5 are unrelated changes." + "reason": "CVT/FNet versus SpeechT5; unrelated concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and ViTS are different model code paths." + "reason": "DeBERTa versus VITS; not the same underlying bug/change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays close to the packet: the canonical PR choice is supported by the shared GPT-J/CodeGen file scope and explicit issue link, and the accept/reject calls are conservative for the cross-model pairs. No pair is overstated as mergeable beyond what the diffs and titles support." + "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." }, "evaluator_used": true, "retried": false, @@ -19527,7 +19373,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 29, + "component_count": 31, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19554,70 +19400,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ddea8061b1c372284d2f4bc2ffc7c51f71c0076a5eb03e35272260ef41217949", + "prepared_review_unit_hash": "dfaea296c14ca3c2f14bf97e46769fb56baa9a84b833eb8ee20c16c436883543", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific refactors to standardized output tracing/capture_outputs across different transformer architectures. They share the same broad maintenance theme, but each PR targets a different model code path, so they should not be deduplicated together.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the most representative standalone candidate because it has the clearest end-to-end refactor shape and an explicit issue target, but it is still model-specific rather than a cluster-wide duplicate.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it includes an explicit linked issue and a concrete output-tracing refactor, making it the strongest exemplar of this batch.", + "best_pr_reason": "PR 44129 is the strongest standalone representative: it is concrete, scoped to one model, and explicitly linked to issue 43979.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model implementations (FocalNet vs ImageGPT). They follow the same refactor pattern, but they do not fix the same concrete code-path problem and would not plausibly merge into one PR." + "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." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model code paths; this is the same kind of standardized-output migration, not the same underlying bug or change." + "reason": "VisualBert and TextNet are separate model-specific migrations to standardized output capture, not one shared bug fix or mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model internals. Shared output-capture refactoring alone is too broad to treat as a duplicate." + "reason": "MPNet and VisualBert each update their own tracing hooks/output handling; same refactor family, but different concrete codepaths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are different model-specific migrations, not one shared fix to a single code path." + "reason": "MPNet and TextNet are unrelated model-specific output-tracing refactors, so they should not be treated as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate implementations; the PRs are analogous refactors, but not the same bug/change." + "reason": "RegNet and SqueezeBert are distinct architectures with separate output-tracing changes; they are not the same underlying fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 target different forward paths and output signatures, so they should remain separate PRs." + "reason": "SqueezeBert and SpeechT5 both migrate output handling, but the affected layers and codepaths differ, so they are not duplicate changes." } ] }, @@ -19631,7 +19477,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19639,7 +19485,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43998-15", + "cluster_id": "cluster-43998-14", "nodes": [ "pull_request:43998", "pull_request:43999", @@ -19654,8 +19500,7 @@ "pull_request:44028", "pull_request:44029", "pull_request:44030", - "pull_request:46106", - "pull_request:46255" + "pull_request:46106" ], "soft_pairs": [ "pull_request:43998|pull_request:44002", @@ -19697,332 +19542,304 @@ "pull_request:44028|pull_request:44029", "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030", - "pull_request:46106|pull_request:46255", "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:44027|pull_request:46255", - "pull_request:44026|pull_request:46255", - "pull_request:44001|pull_request:46255", - "pull_request:44002|pull_request:46255" + "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "2c32db8e887026383eaa55812bb6031337e2119d81a09ee2a9b56b61fe772805", + "prepared_review_unit_hash": "aa9b25c37d9edf1db079b0b83594dcf6910c2c5843a5b7064b0df1d329a3573a", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 48, - "serialized_chars": 46843, - "estimated_input_tokens": 11711, - "estimated_eval_tokens": 23678 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43397, + "estimated_input_tokens": 10850, + "estimated_eval_tokens": 21956 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 48, - "serialized_chars": 46843, - "estimated_input_tokens": 11711, - "estimated_eval_tokens": 23678 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43397, + "estimated_input_tokens": 10850, + "estimated_eval_tokens": 21956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set is not a duplicate cluster. Most items are separate model-specific output-tracing refactors, and the last pair is an unrelated docs/kernel rename. None of the soft edges should be merged as same underlying change.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits: the artifacts split into distinct model-family refactors plus an unrelated docs/kernel change.", + "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.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global duplicate target; 44025 is the broadest of the output-tracing refactors, but it still covers only one model family and does not unify the rest.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme, but not the same code-path bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures; same refactor theme but not the same bug or change." + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementation, so this is not a duplicate change." + "reason": "Different models (`timm_backbone` vs `univnet`); only similar output-tracing cleanup, not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Falcon/Mamba vs Timm backbone are unrelated code paths." + "reason": "Unrelated model families (`timm_backbone` vs `mamba/falcon_mamba`); same tooling pattern but different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; not mergeable as one concrete fix." + "reason": "Different model stacks (`timm_backbone` vs `rwkv`); not the same concrete bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model code paths." + "reason": "`mobilenet_v1` and `univnet` are unrelated models; this is the same refactor style, not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models; shared tracing refactor wording is too broad." + "reason": "Different model families (`mobilenet_v1` vs `upernet`); no shared concrete code-path issue." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different forward paths." + "reason": "Different models (`mobilenet_v1` vs `depth_anything`); not mergeable as one duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "No shared concrete bug; only similar output-tracing cleanup." + "reason": "Different domains (`mobilenet_v1` vs `vision_encoder_decoder`); same broad refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Distinct encoder-decoder model wrappers, not the same underlying issue." + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`); 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." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; same tracing refactor pattern, but different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; not the same change." + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model families; cannot plausibly be one PR." + "reason": "Different model families (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); too broad to treat as the same change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different output signatures." + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated architectures." + "reason": "`univnet` and `upernet` are unrelated models; not the same underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; only the refactor style matches." + "reason": "Different code paths (`univnet` vs `mamba/falcon_mamba`); this is not one duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different tracing/capture changes." + "reason": "Different models (`univnet` vs `depth_anything`); same output-tracing refactor style, not duplicate content." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated code paths." + "reason": "Different model families (`upernet` vs `rwkv`); not the same concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks; no single concrete fix." + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated code paths; same theme only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba and CodeGen are different model implementations." + "reason": "Different model stacks (`mamba/falcon_mamba` vs `codegen`); not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated; only both touch model outputs." + "reason": "Different model families (`timm_backbone` vs `codegen`); same general refactor idea, not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share the same underlying bug." + "reason": "`univnet` and `codegen` are unrelated; not the same concrete code-path change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different code paths." + "reason": "Different models (`upernet` vs `codegen`); too broad to merge as one duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; too broad to treat as duplicates." + "reason": "Different architectures (`vision_text_dual_encoder` vs `codegen`); not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are different concrete model wrappers." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech-Encoder-Decoder are unrelated." + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models; same refactor theme is insufficient." + "reason": "Different models (`depth_anything` vs `superpoint`); same output-tracing theme, not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated code paths." + "reason": "Different code paths (`depth_anything` vs `rwkv`); not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different model families." + "reason": "Different models (`depth_anything` vs `dpr`); only similar cleanup work." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and Speech-Encoder-Decoder are separate wrappers, not one fix." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; not the same fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models; no shared concrete defect." + "reason": "Different wrapper models (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar pattern, not duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and code paths." + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no shared concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are unrelated changes." + "reason": "Different model families (`vision_encoder_decoder` vs `dpr`); not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models." + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths; only the tracing refactor is common." + "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`); not a duplicate fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-Encoder-Decoder and DPR do not fix the same bug." + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); not the same code-path problem." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "Different models (`superpoint` vs `rwkv`); only broad tracing cleanup in common." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and output behavior." + "reason": "Different model families (`superpoint` vs `dpr`); not the same underlying bug/change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different concrete code paths." - }, - { - "left": "pull_request:46106", - "right": "pull_request:46255", - "accept": false, - "reason": "Docs toctree reshaping and kernel-package renaming are unrelated changes." + "reason": "Different models (`rwkv` vs `dpr`); same subsystem theme does not make them duplicates." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Model code vs docs navigation; not the same underlying change." + "reason": "`speech_encoder_decoder` code changes are unrelated to the docs toctree update." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Different domains: model implementation versus documentation." + "reason": "`vision_encoder_decoder` and the docs toctree PR are unrelated changes." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet output tracing and docs toctree edits are unrelated." + "reason": "`univnet` model code and a docs navigation edit are not the same change." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Model refactor versus docs restructuring; no duplicate basis." + "reason": "`upernet` model refactor vs docs toctree cleanup; no shared code-path bug." }, { - "left": "pull_request:44027", - "right": "pull_request:46255", - "accept": false, - "reason": "Speech-encoder-decoder refactor is unrelated to kernel package naming." - }, - { - "left": "pull_request:44026", - "right": "pull_request:46255", - "accept": false, - "reason": "Vision-encoder-decoder code and kernel docs/imports are different changes." - }, - { - "left": "pull_request:44001", - "right": "pull_request:46255", - "accept": false, - "reason": "UnivNet refactor and liger-kernels rename do not target the same bug." - }, - { - "left": "pull_request:44002", - "right": "pull_request:46255", + "left": "pull_request:43998", + "right": "pull_request:46106", "accept": false, - "reason": "UperNet tracing cleanup is unrelated to the kernel package rename." + "reason": "`timm_backbone` code and a documentation toctree edit are unrelated." } ] }, @@ -20036,7 +19853,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20055,52 +19872,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "3de8a058c425e710849e633676e7c95395a5ba7e0ebe70bd81275bfa47d80e8b", + "prepared_review_unit_hash": "213e3fb290e3cf2ff1eb325c00a524be31e53ba7d9152d87df234d48ae3aed15", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model additions, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. They only overlap on standard Transformers boilerplate such as auto registries, docs TOC, and test scaffolding.", - "confidence": 0.97, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs implement different models and do not appear to fix or add the same concrete code path.", + "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.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good duplicate representative for the cluster because the changes are model-specific and not mergeable into one shared fix.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS); shared auto-registry/docs files are generic and do not indicate the same bug or change." + "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." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model adds with different files, conversion code, and tests; overlap is only framework boilerplate." + "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." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions; they do not target the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS address unrelated model domains and functionality; they do not look like the same bug or mergeable change." } ] }, @@ -20114,7 +19931,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20130,7 +19947,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "fd00323e0e43efe37e212de4e6ba94e6ee7db76c9e5122ea658c21b2012b3d9e", + "prepared_review_unit_hash": "7810fd000f972de11c9ecd011f7b9df8e860b89bdde954ceeee6bea405a4152f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20152,18 +19969,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs about fusion are related at a high level but cover different layers: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not the same concrete change.", - "confidence": 0.93, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more user-facing, end-to-end change: it threads KernelConfig through model loading, adds integration hooks, and includes an example. It better represents the practical fusion feature in this cluster.", + "canonical_pr_reason": "#45363 is the broader, more user-facing implementation path and includes the integration points; #44979 is a lower-level API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone PR in the cluster because it delivers the broader functional behavior and has the clearest application path. PR #44979 is a foundational API piece, but not the best single representative of the cluster.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but they target different code paths and abstractions: #44979 introduces a generic Module Fusion API in src/transformers/module_fusion.py, while #45363 implements n-to-1 kernel fusion via KernelConfig and related integration changes. They could coexist in separate PRs and are not the same underlying change." + "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." } ] }, @@ -20177,7 +19994,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20193,12 +20010,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "41422635a6e8ec1b2ea1d3f382e1aca7693f43ca2b17a936a771c9b506b7c076", + "prepared_review_unit_hash": "83feb09f69c15c45cd27adf3539c99ac5eaedabb12ebb2ac3d9664b2ae4f45f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -20206,7 +20023,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -20215,18 +20032,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests address the same Mistral regex patch bug in the same code path; the later PR adds tests and is the more complete candidate.", - "confidence": 0.97, + "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.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same AttributeError in _patch_mistral_regex and also adds test coverage, making it the more complete version of the change.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest overall representative because it contains the core fix plus tests, while PR 45086 is a smaller earlier version of the same patch.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs target the same AttributeError in _patch_mistral_regex, touch the same file, and the later PR is effectively an expanded version of the earlier fix with tests." + "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." } ] }, @@ -20240,7 +20057,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20256,12 +20073,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "335d4b7688821f8d4d1305ff75bbd378d5e1402e66d989b43a168d5f51ee1e95", + "prepared_review_unit_hash": "d8b109fb038ece7392801318e667d15f52a6d6950e3112a84e81cd391c24e6a5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20269,7 +20086,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20278,18 +20095,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH pull requests, but they address different changes: one is a conversion-mapping/refactor for inheriting GraniteMoeHybrid-style weights, while the other splits NemotronH into dedicated dense/sparse model implementations and updates docs/auto-mapping.", - "confidence": 0.9, + "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.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete architecture-level change and includes the new dense/sparse model split plus the associated docs and auto-mapping updates.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone candidate for the cluster because it covers the main user-facing model reorganization, while PR #45115 is a narrower conversion-mapping refactor.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch overlapping NemotronH code, but they do not fix the same concrete bug or implement the same change. #45115 is about checkpoint conversion key renames and inheritance mapping; #45569 introduces separate NemotronHDense/NemotronHSparse implementations and documentation changes. These are distinct PRs and not mergeable as one duplicate change." + "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." } ] }, @@ -20303,7 +20120,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20319,7 +20136,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "10b259a884d9b144ed5fc7fea945fba8f636e079edacef12cdd5ff11cd8210e2", + "prepared_review_unit_hash": "69fb303e502bc7c91e531f3237359289ff1a32b67daa69571ef979b46e3ed0d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20341,18 +20158,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other adds heterogeneous modeling/runtime support on top of that foundation.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more representative change: it covers model/runtime integration for heterogeneous layers and incorporates the config machinery it needs. PR 45333 is the narrower config-only foundation.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best single representative for the cluster because it reflects the end-user-facing feature and the larger code-path change, while 45333 is an enabling subset.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not merge as duplicates: 45333 is config-layer support only, while 45332 adds heterogeneous cache/masking/modeling behavior. They share infrastructure files, but they address different layers of the feature and 45332 appears to build on 45333 rather than fix the same concrete problem." + "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." } ] }, @@ -20366,7 +20183,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20382,7 +20199,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cebfe99123b860b8e3e20ee7b00c33fcae340e95db3a1048a17e5dc32694c1f5", + "prepared_review_unit_hash": "71adc5c2548f07db8cf5f9942e74fd5c84096345c0709ace0ab49b6f78d4247e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20404,18 +20221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related and overlap on a few files, but they are not the same change: one is a broad repository-wide type-checking sweep, while the other adds specific typing protocols/aliases and related model utilities support. The overlap looks incidental rather than a single duplicated fix.", - "confidence": 0.91, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and coherent typing change; PR 45415 is a much broader type-checking sweep across many files and config.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it is narrower and centers on concrete typing infrastructure additions rather than a large cross-file type-checking pass.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Related typing work, but not the same underlying change: 45415 is a broad type-checking rollout, while 45425 adds specific typing aliases/protocols and model utility support. They would not plausibly be merged into one PR as a single fix." + "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." } ] }, @@ -20429,146 +20246,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 29, - "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-45487-8", - "nodes": [ - "pull_request:45487", - "pull_request:46069", - "pull_request:46073", - "pull_request:46109", - "pull_request:46151", - "pull_request:46154", - "pull_request:46196", - "pull_request:46230" - ], - "soft_pairs": [ - "pull_request:45487|pull_request:46230", - "pull_request:45487|pull_request:46151", - "pull_request:46069|pull_request:46073", - "pull_request:46069|pull_request:46154", - "pull_request:46069|pull_request:46196", - "pull_request:46073|pull_request:46154", - "pull_request:46073|pull_request:46196", - "pull_request:46109|pull_request:46151", - "pull_request:46151|pull_request:46230", - "pull_request:46154|pull_request:46196", - "pull_request:46154|pull_request:46230" - ], - "prepared_review_unit_hash": "18c21345f4c0271e28bef60a51b1ee5ad32cb2592d17896aceb6b74884e44790", - "component_budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 21558, - "estimated_input_tokens": 5390, - "estimated_eval_tokens": 11036 - }, - "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 21558, - "estimated_input_tokens": 5390, - "estimated_eval_tokens": 11036 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is mostly a set of unrelated, model-specific PRs that share broad themes like SDPA/dispatch support, model-parallel fixes, or test expectation updates. They are not duplicates of the same concrete bug/change, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46154 is the clearest representative of the common SDPA-dispatch theme: it makes concrete code changes and updates tests, while the other PRs are narrower model-specific variants or unrelated trainer/test adjustments.", - "best_issue_reason": null, - "best_pr_reason": "PR #46154 is the best single representative of the cluster\u2019s recurring attention-dispatch work, with a substantial implementation plus test coverage; it is more central than the purely model-specific or test-only PRs.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45487", - "right": "pull_request:46230", - "accept": false, - "reason": "Different bugs: #45487 fixes model-parallel token type/device handling in AltCLIP/ChineseCLIP, while #46230 fixes pad_token_id device placement during generation for multimodal model-parallel setups." - }, - { - "left": "pull_request:45487", - "right": "pull_request:46151", - "accept": false, - "reason": "One is a model-parallel runtime fix; the other is a test expectation update for distributed trainer device strings." - }, - { - "left": "pull_request:46069", - "right": "pull_request:46073", - "accept": false, - "reason": "Same broad feature area, but different models and different code paths: ShieldGemma2 vs CTRL SDPA dispatch." - }, - { - "left": "pull_request:46069", - "right": "pull_request:46154", - "accept": false, - "reason": "Both add attn dispatch support, but for different architectures (ShieldGemma2 vs T5/MusicGen); not the same concrete fix." - }, - { - "left": "pull_request:46069", - "right": "pull_request:46196", - "accept": false, - "reason": "Different model families and implementation details; this is not one shared bug or mergeable fix." - }, - { - "left": "pull_request:46073", - "right": "pull_request:46154", - "accept": false, - "reason": "Both are SDPA dispatch PRs, but they target different model implementations and are not the same code-path problem." - }, - { - "left": "pull_request:46073", - "right": "pull_request:46196", - "accept": false, - "reason": "Different model architectures and separate dispatch implementations; too broad to treat as duplicates." - }, - { - "left": "pull_request:46109", - "right": "pull_request:46151", - "accept": false, - "reason": "Both are test-related, but they cover different test suites and different assertions; not the same underlying change." - }, - { - "left": "pull_request:46151", - "right": "pull_request:46230", - "accept": false, - "reason": "#46151 is a pipeline test expectation update; #46230 is a generation/model-parallel runtime fix." - }, - { - "left": "pull_request:46154", - "right": "pull_request:46196", - "accept": false, - "reason": "Different model-specific SDPA/attention dispatch implementations; same theme, but not the same bug or code path." - }, - { - "left": "pull_request:46154", - "right": "pull_request:46230", - "accept": false, - "reason": "T5 SDPA dispatch and multimodal generation device realignment are unrelated fixes and would not plausibly collapse into one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 23, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20584,7 +20262,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "ed06a07864666b1fdf51998a87b0249dc43168248f7d35806792a30cb89aec0c", + "prepared_review_unit_hash": "55b5508507f3116eea1c457b85c95e02ca52d2bf46aa3c5be05460388de28184", "component_budget": { "node_count": 2, "item_count": 2, @@ -20606,18 +20284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both address cache-aware forward passes with seq_len > 1, but they target different model families and code paths, so they are not duplicates.", - "confidence": 0.96, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45513 is the broader representative change in the cluster: it spans multiple Qwen/Olmo hybrid model files and fixes the multi-token cached-forward path rather than a single model-specific kernel.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the strongest standalone PR: it has an explicit linked issue, a focused Mamba2-specific fix, and a concrete seq_len > 1 cache bug in one code path.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cache handling for seq_len > 1, but 45513 fixes linear-attention/GDN cached forward across Qwen/Olmo variants while 46084 fixes Mamba2 CUDA-kernel cache logic. Different model families and different underlying code paths, so they should not be merged as one PR." + "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." } ] }, @@ -20630,8 +20308,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 29, + "component_index": 23, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20647,12 +20325,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ada951a51f0fcb95f66c530f02f157678afb44b63e116f0ed72590ed261ec538", + "prepared_review_unit_hash": "ecd0e27170aa47d9556b66172fdc8c9756eaaeb12e2108f1221b1e9b8b83052f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20660,7 +20338,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20669,18 +20347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert-parallel loading, but they fix different bugs: one is about serializing/loading `distributed_config` and adding `has_ep`, while the other prevents expert weights from being overwritten during FSDP2/rank-0 broadcast. They are related by theme, not duplicates.", - "confidence": 0.94, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger canonical PR: it targets a specific, concrete loading corruption path (expert parameters overwritten during distributed loading) and the diff directly implements the fix across the affected code paths.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best fit for the cluster because it addresses the clearest underlying runtime bug in expert-parallel loading, whereas PR #45548 is about a different accelerate/ZeRO-3 serialization/loading compatibility issue.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different failure modes and code paths: #45548 handles config serialization / `has_ep` for accelerate+ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during FSDP2 rank-0 broadcast." + "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." } ] }, @@ -20693,8 +20371,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 29, + "component_index": 24, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20710,40 +20388,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9d16a74d3b4e377fe3b4367fbee6d9d95c538a2488919fa75d36f3e453252413", + "prepared_review_unit_hash": "e22ae98d410aa4282dafe6e289d0e69df22afa514d15ebe1533bcc7df9fbfe54", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info problem in testing_utils, with 45645 extending the same fix to CI log collection. They are closely related, but 45645 is the more complete change set.", - "confidence": 0.86, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete version of the xdist captured_info fix: it includes the core testing_utils change plus the workflow/log-consumption updates needed to preserve the debug artifacts.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster because it covers the underlying bug fix and the downstream CI handling changes in one place.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They share the same core xdist-safe captured_info fix in testing_utils and same issue target; 45645 appears to be a superset that adds CI artifact handling, so they look like the same underlying change." + "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." } ] }, @@ -20756,8 +20434,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 29, + "component_index": 25, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20773,12 +20451,12 @@ "soft_pairs": [ "pull_request:45670|pull_request:46229" ], - "prepared_review_unit_hash": "1ab5092bc1a21f62285d327f6bf6bea7dbca77134db8af4cc8b438922ddd6653", + "prepared_review_unit_hash": "77bb2de0453297a3dab04406f81c0650feb2aa38aeb27febf43c9f8a2049225d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4355, + "serialized_chars": 4356, "estimated_input_tokens": 1089, "estimated_eval_tokens": 2434 }, @@ -20786,7 +20464,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4355, + "serialized_chars": 4356, "estimated_input_tokens": 1089, "estimated_eval_tokens": 2434 }, @@ -20795,18 +20473,111 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one is a small AutoModel registration tweak for GLM ASR, while the other adds a substantial MTP generation feature across multiple files. They should not be clustered as duplicates.", + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate/canonical relationship is evident between the two PRs; if one must be treated as the representative change, #46229 is the more substantial and self-contained feature PR.", + "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.", "best_issue_reason": null, - "best_pr_reason": "#46229 is the stronger standalone PR because it implements a concrete feature across generation code paths, whereas #45670 is a narrow model-registration nit.", + "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.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46229", "accept": false, - "reason": "Different code paths and goals: AutoModel registry placement vs. MTP candidate generation. They do not fix the same underlying bug or change." + "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." + } + ] + }, + "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": "ce6a7630948db66a8b0f7be4dbc41fcfdd5ddc7c357ca0d6b271e175a68c32d6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 15128, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 15128, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." } ] }, @@ -20820,7 +20591,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20886,7 +20657,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20894,48 +20665,126 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46152-2", + "cluster_id": "cluster-46073-3", "nodes": [ - "pull_request:46152", - "pull_request:46207" + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" ], "soft_pairs": [ - "pull_request:46152|pull_request:46207" + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "4876ba5941fb0f6e6a627d9383c2f7941eb6ea298962746101710455246313a5", + "prepared_review_unit_hash": "4647946b99991605a3f6cd618ac8df4c91440aeaae81e0ba9ae1061b5434d5a2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7333, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7333, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "f980859ee64a6f081235109a5abe56a0cbbb2633e4ea8d097f51992c63a58726", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, - "estimated_input_tokens": 1069, - "estimated_eval_tokens": 2394 + "serialized_chars": 4436, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, - "estimated_input_tokens": 1069, - "estimated_eval_tokens": 2394 + "serialized_chars": 4436, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related only at a thematic level: both replace file-open source reading with safer source inspection, but they touch different code paths and fix different mechanisms in different modules. They should not be treated as duplicates.", - "confidence": 0.94, + "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).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better representative of the cluster because it is a concrete, narrowly scoped fix in `modeling_utils.py` with tests, addressing a specific source-reading heuristic in `_can_set_attn_implementation`.", + "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.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone candidate: it has the clearest problem statement, the most explicit behavioral fix, and includes validation via tests. PR #46152 is a separate import-utils change and not a better cluster anchor.", + "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.", "soft_edge_verdicts": [ { - "left": "pull_request:46152", - "right": "pull_request:46207", + "left": "pull_request:46109", + "right": "pull_request:46151", "accept": false, - "reason": "Both PRs improve source-file access, but they operate on different modules and different call sites (`import_utils.py` vs `modeling_utils.py`). The fixes are not the same underlying bug and would not plausibly be merged into one PR without broadening into unrelated code paths." + "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." } ] }, @@ -20948,8 +20797,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 29, + "component_index": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20957,48 +20806,111 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46259-2", + "cluster_id": "cluster-46126-2", "nodes": [ - "pull_request:46259", - "pull_request:46260" + "pull_request:46126", + "pull_request:46269" ], "soft_pairs": [ - "pull_request:46259|pull_request:46260" + "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "461374eb8d8bb06e43b25ff24b2739e5167316a1edcc198e726d32afafb1f680", + "prepared_review_unit_hash": "d7ecfbaa9a75ea2edc98d08d1248270ab60d96571de47b8d9a0a2e02f2a69a5a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate modeling-rule PRs affecting different model families and different code paths: one targets image/video processor do_* flag consumption, the other targets audio/speech model rule coverage. They look superficially similar because they both add docs/rules infrastructure, but they are not the same underlying change.", - "confidence": 0.97, + "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, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement different modeling rules for different subsystems, so they should remain separate.", + "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.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster; each PR is the right representative for its own distinct rule addition.", + "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.", "soft_edge_verdicts": [ { - "left": "pull_request:46259", - "right": "pull_request:46260", + "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." + } + ] + }, + "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": "e8d6b26878501f6398042b02c4b6f6781caa9b9fdbe418d2aa3c34e242950f9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These 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, + "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.", + "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.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", "accept": false, - "reason": "Different underlying rule additions and model families; they share documentation/rules plumbing but not the same concrete bug or change." + "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." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 7972a28c14abc5bbe7da6f9b2c00dc9a604e2ea9..a5bfad796944a6ed54119faea96c13ac8912ade5 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260528t120029z", + "analysis_id": "hybrid-model-20260528t180037z", "archived_artifacts": { - "hybrid": "snapshots/20260528T120029Z/analysis-runs/hybrid-model-20260528t120029z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260528T120029Z/analysis-runs/hybrid-model-20260528t120029z/analysis-report-hybrid.llm-reviews.json" + "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" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-28T12:12:32Z", + "published_at": "2026-05-28T18:13:51Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260528T120029Z", + "snapshot_id": "20260528T180037Z", "variant": "hybrid" } diff --git a/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.json b/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a57f7b6dc9de7634fd6a0ab00daf923a8d6e52eb --- /dev/null +++ b/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.json @@ -0,0 +1,2053 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260528T180037Z", + "generated_at": "2026-05-28T18:13:49Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": 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"duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", + "score": 164.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..d5e3e2f2f9f3c9d158632e499f7db731f9820497 --- /dev/null +++ b/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20925 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260528T180037Z", + "generated_at": "2026-05-28T18:13:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "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:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + 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"issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "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:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:44292|issue:46015" + ], + "prepared_review_unit_hash": "8a7ef66821dd624abf68f90222d32536212edf9c3c22825fa8d91b36b542ab26", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48411, + "estimated_input_tokens": 12103, + "estimated_eval_tokens": 24462 + }, + "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.", + "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_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." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures; no shared concrete bug path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: image preprocessor dtype mismatch vs AMD GPU 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." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPU/platform issue vs invalid method call in a different model." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated symptoms and models." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Export bug vs FineGrainedFP8 failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and failure signatures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table QA crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they target different removed items." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as device-map forward mismatch." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different problems: trainer embedding unpacking vs resume/trust-remote-code training." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: ZeRO-3 empty tensor index vs mask/index shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading bugs." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-like, but the failing paths are different." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl StopIteration vs training resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different tensor-shape versus trainer embedding issues." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config field regression vs resume-training failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures; one is collectives, the other is empty-tensor indexing." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading bug on BERT-family models." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression is unrelated to LoRA merge/save inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: Liger kernel path vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issue vs LoRA merge/save inconsistency." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete errors and code paths differ." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Checkpointing/FSDP recompute mismatch is not the same as mask/tensor indexing error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug around device/materialization handling of inv_freq." + }, + { + "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." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and failure mechanisms." + }, + { + "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." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Trainer embedding unpacking and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime paths; only both touch alternate backends." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failure surfaces." + }, + { + "left": "issue:43716", + "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." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths: Liger kernel vs TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index loading bug, with different BERT-family reproductions." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Docs cleanup for different removed features, not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend-specific failures." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy call vs autocast dtype mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature regression are separate issues." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP bug is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and different bug surfaces." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different failures with no shared root cause." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific errors: missing config attribute vs cuda assert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 empty-index loading bug, with Gemma3 and BertModel as reproductions." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and different bug surfaces." + }, + { + "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." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-map forward mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and symptoms." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "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." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID regression across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading issue is unrelated to outdated examples." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation loading failure are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Different runtime inference failure vs docs 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." + }, + "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:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue: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:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:40990|issue:44960" + ], + "prepared_review_unit_hash": "233905b7780437cb7cede57bd9efa2855045b9546a268b9d050517e871145f26", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39129, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "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.", + "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_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." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Completely unrelated: Whisper loading/run failure vs table-question-answering crash." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: DeepSpeed zero3/Bert index error vs torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different features entirely: detokenization bug vs table QA task crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "No shared underlying bug; Whisper runtime failure and pydantic config breakage are unrelated." + }, + { + "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." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model-load failure vs table-question-answering crash." + }, + { + "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." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint; different root causes." + }, + { + "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." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-related problems, but they are different models and distinct execution paths." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "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." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility vs device mismatch; not the same underlying bug." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and problems: PaddleOCR-VL loading vs GGUF/gpt-oss support." + }, + { + "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." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "OOM under int4 quantization and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and code paths: autocast dtype mismatch vs streaming chat API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and pydantic field regression are separate config/load issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS support request and Qwen3.5 streaming chat failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers incompatibility are different classes of issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window bug and pydantic config-field breakage do not share a concrete code path." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures: torch dynamo grouped_mm vs missing Float8 storage object." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3.5/TRL embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 SFT embedding issue are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback gating are different code paths." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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:44360|issue:44512", + "issue:44863|issue:45005", + "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: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:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493", + "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": "27b865c65caf95e645b0382ae9b8d7e29d5a98bc5acc177f067003a59d29a26b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "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.", + "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_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." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weights handling in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different code path from v5 tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to docs mentioning a removed CLI command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + }, + { + "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." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and a Qwen-3 NVFP4 runtime error are distinct bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to a removed docs command." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 execution failure and GraniteMoEHybrid invalid method are separate issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent 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." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss API mismatch is unrelated to Gemma3 loading with ZeRO-3." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Missing AutoImageProcessor import and torch/transformers version incompatibility are not the same bug." + }, + { + "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." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params argument incompatibility is different from a Float8 storage lookup failure." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint is not the same as a generic loading-noise complaint." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error handling and glm-4v-9b loading 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." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 text embedding quality and HF-vs-JAX implementation discrepancy are not the same report." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as a specific sleng-bert load 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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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:43366", + "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:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:44991|issue:45399", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "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:42915|issue:43872", + "issue:43257|issue:43866", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43940|issue:45313", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "331e76db7a687030b5bd96fbc24fcfd54c12fb283e2eb0d7318c55b889d87155", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different subsystems and failures: tokenizer loading vs flash-attn fallback gating." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "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." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class vs bitsandbytes kwarg incompatibility; different failure modes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code regression vs a Gemma4 device-mismatch bug; not the same underlying issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping-name edge case is unrelated to the remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: autocast dtype mismatch vs device placement mismatch." + }, + { + "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." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn fallback logic." + }, + { + "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." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied `lm_head` weights and non-persistent buffer corruption are different bugs." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to the remote_code tokenizer/model-loading regression." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different model/loading problems: Qwen3 MoE FP8 vs bitsandbytes init kwarg incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-loading issue is unrelated to the corrupted Ovis2 checkpoint report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer error-message quality issue vs a tokenizer loading failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing effectiveness and missing support flag are related in theme but not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `compute_loss` kwarg and mask-shape IndexError are unrelated training failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Catastrophic gradient explosion and flash-attn `s_aux=None` crash are different problems." + }, + { + "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." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Model-loading failure for GLM-4.7-Flash vs NemotronH checkpoint incompatibility are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Bitsandbytes kwarg error is unrelated to CLIPTokenizer's `model_max_length` default." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad error message for Voxtral tokenizer loading is unrelated to `cjvt/sleng-bert` not loading." + }, + { + "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." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error and segmentation-map processing are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are different failures." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and autocast dtype mismatch are unrelated issues." + } + ] + }, + "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." + }, + "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": "cache", + "cache_hit": true, + "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:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "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:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "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:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "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: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:42491|issue:45276", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "e1f931eabae8f43bc620cf9a1b1104d5ee597f14d6408426a53da1d74c5a1082", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL temporal position scaling vs Qwen3_5Moe rotary embedding reading uninitialized memory after meta materialization." + }, + { + "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." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated issues: GGUF support for gpt-oss vs a Qwen3-MoE sliding_window problem." + }, + { + "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." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime bugs: Qwen3-VL video StopIteration vs MPS histogram not implemented for Int." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug: 3d_parallel.py failure vs GGUF gpt-oss support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: missing export for Qwen2.5-VL class vs model loading with torch.device('meta')." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different: GenerationMixin import error vs Qwen3-MoE FP8 config failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer mapping/add-new-model-like bug vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different causes: video StopIteration vs mask/tensor shape mismatch." + }, + { + "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." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: ZeRO-3 BertModel index error vs add-new-model-like/tokenizer-mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: zero3 BertModel initialization index error vs tokenizer mapping validation issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: tokenizer mapping logic vs mask shape mismatch at indexing time." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different runtime failures: auto device mapping cudaErrorAssert vs Qwen3-MoE FineGrainedFP8Config." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model bugs: GLM5 issue vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same loading regression class: both report current/latest Transformers failing to load specific BERT 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: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." + }, + { + "left": "issue:44910", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 problems: flash-attention misreading 3D position_ids vs TRL SFT embedding unpacking failure." + } + ] + }, + "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." + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "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:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "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:43708|issue:44075", + "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:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "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:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216" + ], + "prepared_review_unit_hash": "813553c9573c56a14ea9c10c98698b7aa6e8c4b1168ce41eb9cdc8167fd1961f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37734, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different training bugs: checkpoint resumption step \u0a97\u0aa3culation vs optimizer arguments being ignored." + }, + { + "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." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models; no clear shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash loading." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: LoRA model compatibility versus token-embedding resize propagation." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but the affected models and likely root causes differ." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes and code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime failures: chat invocation crash vs serve processor attribute error." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to init_empty_weights/_is_hf_initialized initialization." + }, + { + "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." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "General Torch 2.10 incompatibility is not the same as meta-device model-loading breakage." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example errors are unrelated to the GLM5 issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer/vocab loading, but they are different models and likely different causes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and an 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." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading issues, but not the same bug or change." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Empty-weights initialization and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different load failures; not the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is unrelated to sinq save/load breakage." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes and different environments." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading/save-pretrained issues affecting different models and versions." + } + ] + }, + "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." + }, + "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": "cache", + "cache_hit": true, + "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:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "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:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43257|issue:44863", + "issue:39404|issue:45701", + "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:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "dae3557c8203ff772db92fee53f59acae40748a6b95242ee6697011b169175a6", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "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).", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization error is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 PLE device mismatch under `device_map=auto`; different layers and bugs." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is distinct from NemotronH checkpoint loading failure." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changing across transformers versions are different features with different symptoms." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 linear_attention vs compile-time template-node error; unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "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." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` and MXFP4 quantization fallback are unrelated model/pipeline behaviors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs Perceiver non-default resolution interpolation failure; different APIs." + }, + { + "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." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility vs Qwen3.5 embedding unpacking with TRL SFT trainer; different problem domains." + }, + { + "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." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure vs compile template node error; unrelated symptoms." + }, + { + "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." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token method conflict vs `gguf_file` breaking `from_pretrained`; no shared bug mechanism." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline vs `ModelOutput` key assignment bug; different layers of the stack." + } + ] + }, + "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." + }, + "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": "cache", + "cache_hit": true, + "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:42915", + "issue:43299", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43931", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "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:44488|issue:45081", + "issue:44661|issue:44683", + "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:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "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" + ], + "prepared_review_unit_hash": "ab75c416dd885b5860c0d286f9cecb61bb033a71a62b9ebddfe4363de662ad4c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "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.", + "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_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", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and video-input regression are distinct problems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent buffer junk initialization are separate v5 regressions." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper return_language behavior." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "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." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter update and Qwen2.5-VL iterable dataset multi-image failure are unrelated." + }, + { + "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." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "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." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading regressions for different repositories; no evidence they share the same underlying fix." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload loading failure and GGUF loading failure are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "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:44062|issue:44987", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "14e890e2ced348dd75dc27e37439f4088c9734087c9913acabc798a0ddb26b2f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-mapping failures: missing TensorFlow backend in a torch install vs an offending tensorflow_text backend entry." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading bugs with different symptoms and causes; not the same concrete regression." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but sampling-rate defaults and MIMI batching/padding-mask support are separate code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading regressions affecting different models and mechanisms." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to the StaticCache return-type contract issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading issues, but Llava Next segfault and Qwen3OmniMoe video ValueError are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise while loading a transformer is not the same concrete failure as the Mistral regex patch crash." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is missing tying in a model class and the other is serialization inconsistency." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: SigLIP2 inference quality vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading failure and non-template-node compile failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage is not the same as non-persistent buffer corruption." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/model numeric bugs affecting different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is unrelated to the OmDet processor resolution mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models and different causes." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "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:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading failures." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate v5 issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is not the same as missing Float8 storage object resolution." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and model loading failure for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention embeddings/tied weights, but missing tie in Mistral3ForConditionalGeneration is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "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." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode ignoring skip_special_tokens." + } + ] + }, + "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." + }, + "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": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "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:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "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: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:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43994|issue:44898", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "b4274158f2e1b3a16eee3976b2ca3ce96bbc07e76aa1c4d2cf55160d5d4d0368", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "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.", + "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_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." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "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." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE memory inefficiency during training." + }, + { + "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." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading problems: Qwen2.5-GGUF failure versus Llama4Config missing pad_token_id." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the _is_hf_initialized init_empty_weights regression." + }, + { + "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." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issues versus a vLLM model-loading failure for PaddleOCR-VL are not the same problem." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "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." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regressions and bfloat16 dtype mismatches are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 incorrect outputs with AutoModel/pipeline and Perceiver interpolation failures are unrelated model-specific issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer filling are different internal regressions with no clear shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "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:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "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:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:43873|issue:45701" + ], + "prepared_review_unit_hash": "1ac53a031010810160be5b850d2ee3fb59724744ccfdfe89b9866a65a448a4e5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36290, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "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." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different modalities and failure modes: iterable-dataset multi-image finetuning vs video position-id regression." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Completely different models and bugs: FP8 config failure vs GGUF loading failure." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "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." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated: non-persistent buffers filled with junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different layers and symptoms: model loading in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states being dropped in CLIPVisionModel is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: video-input handling in Qwen VL models vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "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." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as torch.export failures around torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: unexpected _is_hf_initialized argument vs strict config blocking granite_speech loading." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is reserved-memory growth under int4 quantization and the other is a model-specific CUDA OOM." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id handling." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer/model families and appear to be separate defects." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device offload mismatch is unrelated to DAC.from_latents not matching forward pass." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map, but the concrete failure modes and models differ too much to treat as one bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/batching and torch.export with torch_compilable_check are unrelated issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different problems: tied weights / garbage generation vs torch.compile+SDPA failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different domains and root causes: perplexity regression on GPT-OSS vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Both involve model behavior under certain setups, but one is tied weights and the other is dtype mismatch in inference." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated: missing pad_token_idx in StableLmConfig vs composite multimodal config unwrapping." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "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." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing/LoRA ineffectiveness are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and bugs: MIMI padding-mask output mismatch vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "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." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Broad offloading/quantization issue vs tokenization changes; no shared concrete failure path." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050" + ], + "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:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44877|issue:44991", + "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:43550|issue:43606", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "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" + ], + "prepared_review_unit_hash": "0cf55e411c7c99347dce64e8fdf7ada79a028d09dbd6e9ab99b30e8975fdfa82", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37954, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "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.", + "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_pr_reason": null, + "best_issue_reason": "issue:43873 best matches the cluster\u2019s dominant technical theme and is the most plausible umbrella representative.", + "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", + "accept": false, + "reason": "Both touch save/serialization, but one is lm_head tying/serialization by device and the other is incorrect visual encoder keys." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures entirely: 3d_parallel.py execution vs Qwen3Moe FP8 config load." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "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." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset issue is unrelated to progressive generation with embeddings and cache state." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different config/loader problems for different model types; no shared underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a general tokenization change report." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bf16 dtype mismatches are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA behavior vs accelerate loading of packed BitNet weights." + }, + { + "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." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected trainer keyword argument is unrelated to 3d_parallel execution failures." + }, + { + "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." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is quantization offloading and the other is mmap on Strix Halo causing OOM." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and mechanisms: SDPA/torch.compile vs CPU-offload device mismatch." + }, + { + "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." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct loading/runtime issues." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash vs vision processor size mismatch; unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and error modes: device-map assert vs segmentation fault on Llava Next load." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is not the same as a generic tokenization-change report." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and 3d_parallel execution are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention large-model parallelism, but the bugs are different models and different parallelism 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": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "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:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "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:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:42490|issue:43329", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "1a2a74180d357118031690d9d6db50b2d7f9ec9a7662ce21466dc6979164a313", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "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.", + "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_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", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are unrelated model/component issues." + }, + { + "left": "issue:45081", + "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." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset bug affect different models and mechanisms." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "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." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "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." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens method conflict on load." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated processor/runtime bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset failure are different processor issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Special-token post-processor refresh and generic tokenization-version changes are too broad and do not indicate one bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "bark-small CPU offload mismatch and BigBirdTokenizer mask-token registration are 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." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategies typo and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are distinct issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label dropping and SAM3 text/bounding-box behavior are different subsystems." + }, + { + "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." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning and multimodal token-count video branch bug are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "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." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + } + ] + }, + "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." + }, + "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": "cache", + "cache_hit": true, + "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:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "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: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:43421|issue:44186", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "1d9e1b3e17328b089b98f3816f881e344fcc10e925421570d2bac92e8b234dee", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "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": "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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they concern different models and different concrete failures." + }, + { + "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." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3.5 CPU-offload rotary embedding behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token post-processing and LayoutLMv2 NER padding/truncation crashes are different tokenizer issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are distinct config/model bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are different multimodal regressions." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Incorrect masked-LM predictions in CamemBERT and nonsensical AutoModel/pipeline results for SigLIP2 are different model-specific regressions." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3 init/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and `list_repo_files` missing revision forwarding are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation maps in image processing and GenerationMixin import errors 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." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "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:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "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:44448|issue:44671", + "issue:43421|issue:44811", + "issue:39692|issue:45834", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "0ea76ffc1dc20c6c18740151a57c7141b2bbb5450380c1aca0e3a6daf5a573b6", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "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." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different areas entirely: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation in text config." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking during accelerate loading; unrelated code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper failure vs tokenizer-mapping code generation failure; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and different root causes: Qwen3OmniMoe video processing error vs Gemma 3n variable-name collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "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." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different symptoms and paths." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading are unrelated beyond both touching model loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "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." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression vs long-OCR index error in Kosmos2.5; different subsystems and failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA bug is unrelated to DAC.from_latents missing-STE mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both concern input/label handling, but one is XOR validation messaging and the other is zero-loss classification logic; distinct bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Distributed gather_for_metrics label truncation is unrelated to Mamba2Mixer use_cache incorrect results." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and different issues: image preprocessor/model dtype mismatch vs a forward-pass variable collision." + }, + { + "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", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug has nothing to do with DAC latent decoding mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss; different components." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument conflict vs model loading failure for cjvt/sleng-bert; not the same root cause." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "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()." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different bugs: unconditional hub metadata lookup offline vs missing backend_tokenizer attribute crash." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "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." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/multimodal Qwen models, but the concrete bugs differ: video input ValueError vs incorrect vision_position_ids." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output regressions in v5, but on different models and different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens handling; related theme, different underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors and Kosmos2.5 OCR index error are separate model-specific problems." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different failures: weight_only load error vs flash-attention generation 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": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "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:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43650|issue:43906" + ], + "prepared_review_unit_hash": "5a846f64cfdcad9fc4ff2a566bbe40c6db1446198c4d5af9eef366e07c437590", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "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, + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype stays float32 vs Apple Silicon caching_allocator_warmup TypeError; no shared code path." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; unrelated implementation vs documentation issues." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "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." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "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." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug vs Qwen3VL weight_only=True from_pretrained error; different models and root causes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss; unrelated platforms and subsystems." + }, + { + "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." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an old issue vs FP8 inference failure on B200; no shared underlying bug." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' issue vs an isolated reproduction report; no substantive overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45084", + "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:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "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:43526|issue:44554", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "63d87f296b65d8c95569a02ffa41628308654ad2041bd163889cfda91399d8c6", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "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.", + "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_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." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading vs Whisper decode flag handling are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is buffer initialization corruption and the other is FSDP RAM-efficient loading." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero-3/BERT index error is unrelated to trainer evaluate-after-train behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure is not the same as quantization fallback during load." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-id persistence are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different failures." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset and CustomTrainer loss signature are unrelated issues." + }, + { + "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." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example mismatch/quantization errors are different from MXFP4 load fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking and OmDet processor image-size mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo input-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they are different functions and different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model 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." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL torchvision dependency are different problems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights argument handling are distinct loading regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion and multimodal token counting are different code paths." + }, + { + "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." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper calls and batched video processor shapes are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch in Bark is different from Qwen3_5MoE rotary embedding offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash path warning and Qwen3 MOE weight conversion 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": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:40990", + "issue:41720", + "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:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "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:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "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:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43257|issue:43696", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "92b018eae36bb2194fab2962c31dd7ca487a4886b306774885e0e6c40d8f9be5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37766, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "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.", + "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_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." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized is unrelated to PIL image processor torchvision requirements." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to a tokenizer version-change report." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "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." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/AutoTokenizer loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping cuda assert vs video-input ValueError." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-id persistence is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different problems." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizer classes and different underlying behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token counts." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3 MoE FP8 loading is unrelated to CLIPTokenizer max_length handling." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "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." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer issues: add_special_tokens/BOS-EOS behavior vs LlamaTokenizer overriding ByteLevel pre-tokenization." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a model called physical-intelligence/fast is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error loading MobileLLM and init_empty_weights argument handling are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and likely different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Relative positional encoding on CPU is unrelated to sink-less flash-attention handling." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 image-text generation is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading and CUDA OOM are not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token tracking and custom compute_loss kwargs are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error is unrelated to tokenizer slow/fast inconsistency." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "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: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: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:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "cdd7115b88461beb19037a12c196bba7a32e91e2c953e8810ad0060f26b469b6", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "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.", + "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_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", + "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." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "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." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "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." + }, + { + "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: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." + }, + { + "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." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading complaints, but they involve different models and different breakages." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading issues with no shared concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is about backend packaging for pip extras; the other is a missing Qwen2_5_VLForConditionalGeneration import. Unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to Mistral tokenizer regex patch crashes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch ImportError is not the same as a specific Llama 3.2 Vision model-loading regression." + }, + { + "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." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are distinct loading/runtime issues." + }, + { + "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." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and auto_mappings stale config references are separate CI/package maintenance problems." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are unrelated label-handling bugs." + }, + { + "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." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation and strict config loading are separate config-handling issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are unrelated model-specific regressions." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different regression types." + }, + { + "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." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "A DeepSpeed weight-shape runtime error is unrelated to LayoutLMv3 box-information error messaging." + } + ] + }, + "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." + }, + "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:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "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:45542", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43906|issue:46202", + "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:43653|issue:44361", + "issue:44361|issue:44442", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:38175|issue:43295", + "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:43531|issue:43742", + "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" + ], + "prepared_review_unit_hash": "c9f95305bb61924128445043ae2d4669fa0efe0c84108a2f9107ef3144e0b9d3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "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.", + "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_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." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated bugs: isolated reproduction of an older issue vs Gemma pipeline roundtrip on \u2581." + }, + { + "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." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different code paths: gguf_file loading failure vs unconditional model_info() call breaking offline mode." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import dependency issue vs Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation bug vs Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression with images is not the same as Kimi tokenizer codec/regex handling." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size policy is unrelated to AutoProcessor forwarding kwargs to cached_file." + }, + { + "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." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer task error and AutoTokenizer loading FastSpeech2ConformerTokenizer are different loader/runtime issues." + }, + { + "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." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but batched padding=False crash differs from tool-call assistant-message crash." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities are unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token decode bug in BigBirdTokenizer is distinct from mdeberta BOS/EOS not being added." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are different model behaviors and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 recurrent states resetting under cache." + }, + { + "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", + "accept": false, + "reason": "Offline-mode mistral regex patch issue is different from tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to MacOS bus error loading a community CLIP model." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading facebook/MobileLLM-125M." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode bug and DiaConfig losing custom token IDs are different save/load issues." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A800 auto device-map cudaErrorAssert is unrelated to the isolated reproduction issue." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation instability is not the same as flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is different from FP8 inference failure on B200." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "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." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype issue is unrelated to flash_attention.py crashing on s_aux=None." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "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:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "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: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:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44479|issue:44625", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "637eb13b9fb0799d4536528772077f5920a3029c66ca0f970685ee96f40c3c3d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and token-count tracking bug are different training subsystems and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import and output embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading failure vs torch.compile/SDPA failure in Bamba are different code paths and models." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT preset loading bug and BitNet packed-weight accelerate loading bug are distinct model-loading issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and chunked-generation compiled-forward inconsistency are separate runtime bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained preset load failure is unrelated to OmDet processor/model input-size mismatch." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "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." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Custom Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency and sinq quantization save/load breakage are different persistence bugs." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM checkpoint load failure and AutoImageProcessor URL loading are different object-loading paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug and DeepSeekV3 implementation divergence are different correctness issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 auto device-map mismatch and quantized model save/load breakage are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different models and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are distinct 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." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load a specific model are different load failures." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import error and MacOS bus error on CLIP are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are separate API regressions." + }, + { + "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." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue and custom compute_loss signature mismatch are unrelated trainer problems." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different bugs." + }, + { + "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." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation bug are separate Qwen3.5 issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example failures and SigLIP2 implementation divergence are not the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype-loading bug and MPS attention correctness issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43334|issue:43572", + "issue:39692|issue:43295", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:43688|issue:45704", + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "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:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "ed7803c2025dd1bca8dcb49e579a4537139bdeadc30724fa9ef6778271285ba3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35988, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "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, + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: auxiliary-loss normalization vs FSDP RAM-efficient loading failure." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video preprocessing vs Qwen3.5 flash-attention generation." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen multimodal loading issues with different missing/unwrap logic." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Loss normalization bug is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but they hit different code paths: init behavior vs weight serialization." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different subsystems: SigLIP2 implementation mismatch vs DeepSpeed/ZeRO gradient explosion." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen model class is unrelated to the Float8 storage lookup failure." + }, + { + "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." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and failure modes: MacOS bus error vs multi-GPU training question." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenization/model API bugs with no shared underlying code path." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading bug vs CPU-offload device mismatch; not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: missing Float8 storage type vs missing flash_attn key on Python 3.13." + }, + { + "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." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Related model family, but different propagation bugs and different affected APIs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "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." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different models and failures: Beit legacy field loading vs BigBirdTokenizer special-token registration." + }, + { + "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." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to a dependency version bump." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "The titles only share a broad theme of model behavior changes; the actual bugs are different." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure is unrelated to the PEFT version pin issue." + }, + { + "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." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency is unrelated to Whisper empty-transcription handling." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "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: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:43994|issue:44493", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "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: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:45200|issue:45325", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "f4e56951dfa82192a6270529af8b6b4ab9acc9a3961aebf6856a8b3164251451", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37030, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "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." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "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." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: flash_attention sink-less crash on s_aux=None vs quantized model save/load corruption." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading regression are separate issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState's num_input_tokens_seen tracking." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to a PyTorch version check in flex_attention import logic." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes and flash_attn import KeyError are distinct failures." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability inference." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type-id defaulting and device-map forward placement issues are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading issues and sinq save/load breakage do not describe the same defect." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval and resume_from_checkpoint key mismatch are separate training-state problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug and Qwen3.5 output_hidden_states bug affect different paths." + }, + { + "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." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Added-token spacing and CLIP MacOS bus error are unrelated tokenizer vs runtime crashes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape bug are different multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model input regressions, but one is an attribute/API break and the other is a resolution mismatch." + }, + { + "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." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config missing pad_token_idx and meta-device loading regressions are different loading problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression handling." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors are not the same as return_tensors being ignored." + }, + { + "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." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading failure 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": 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:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "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", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "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:43262|issue:43450", + "issue:41720|issue:46209", + "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" + ], + "prepared_review_unit_hash": "483d01b9eed37be25d4e80be7df55f4f01dd6154c63ba04ea1b92cad34f890ba", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37167, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR memory reclamation." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug and ZeRO-3 gradient growth are unrelated training issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device loading regression are different root causes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape bug vs Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both touch import_utils backends, but flash_attn KeyError and tensorflow_text mapping error are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing import for a model class vs a detokenization regression are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to GPT-oss out-of-memory." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift between train/eval and MoE memory usage are different problems." + }, + { + "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." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and GraniteSpeech CI test staleness are not the same bug." + }, + { + "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." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are separate tokenizer bugs." + }, + { + "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." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing two different import_utils helpers; same file, but distinct API gaps." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-import symbols and different model families." + }, + { + "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." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sample-rate default bug and video batch-shape bug are unrelated processor issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and FP8 inference failure on B200 are different hardware/runtime problems." + }, + { + "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." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch and GraniteSpeech CI test staleness 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." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline pages and different deprecated options." + }, + { + "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." + } + ] + }, + "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." + }, + "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:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "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:44792", + "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:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "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:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:43278|issue:43825", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:45459|issue:46234", + "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" + ], + "prepared_review_unit_hash": "2f5b40bdda4589b893130cb4c5ec9051d18bf0d1d6a36ae430ea6b39edbf2c7b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36707, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "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." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale `num_return_sequences` warning are unrelated." + }, + { + "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." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse is unrelated to the category-count limit error." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: chat-template tool-call handling vs qwen2.5-vl video position IDs." + }, + { + "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." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "One is a SwitchTransformers config bug; the other is BigBirdTokenizer special-token registration/decoding." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA failure and a stale CI device-override test are not the same underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and missing `HybridCache` import are distinct API/export regressions." + }, + { + "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." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to the position-id key warning." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BEiT semantic-segmentation legacy-field loading are different problems." + }, + { + "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." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are unrelated CI/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline warning about translation tasks are separate regressions." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "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." + }, + { + "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`." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A documentation/example failure and a model position-id warning are not the same bug." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config creation and a GraniteSpeech CI device-override issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config 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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45459", + "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: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:29942|issue:35141", + "issue:42490|issue:43575", + "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" + ], + "prepared_review_unit_hash": "bb2afbdf2d45c7f91ff8b627236528b4e32c6ac93ca93f795524766078bcad9d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "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.", + "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_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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "One is an AMP/CUDA crash in a loss module; the other is a dtype mismatch during bfloat16 inference." + }, + { + "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." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 vision and post-init reinitialization of embeddings are separate bugs." + }, + { + "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." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType handling are unrelated." + }, + { + "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." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` bug affect different pipelines and code paths." + }, + { + "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." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization are not the same code-path issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tensor-parallel OOM while loading Qwen2-57B are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention `s_aux=None` crash are separate problems." + }, + { + "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." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are distinct 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." + }, + { + "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." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes failing repo checks are different maintenance 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": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "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", + "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:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:46121" + ], + "soft_pairs": [ + "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:33357|issue:39692", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43976|issue:45440", + "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: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" + ], + "prepared_review_unit_hash": "25084b9c9a816f144968988dbf9098f1e24bf5f206ac886266ff83a6c406f010", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37064, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: a dummy conv layer in a decoder vs a model memory-leak cleanup issue." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to rope-parameter validation type handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: eos_token_id config mismatch vs flash-attention generation bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization issues do not share the same bug." + }, + { + "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." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-error masking are distinct failure modes with different causes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation map handling are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 and Trainer token-count tracking are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is an FP8 config failure and the other is quantized saving; different concrete problems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and RT-DETR memory retention are separate issues." + }, + { + "left": "issue:44265", + "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." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and TorchScript generator-expression incompatibility are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading malfunction are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior and Gemma4 multi-GPU OOM have different root causes and fixes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different tokenizer/model bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy conv in Sam3PixelDecoder is unrelated to SigLIP2 incorrect outputs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are different training-state problems." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error are unrelated runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and DeepSeekV3MoE implementation divergence are different model-specific bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an external import dependency problem and the other is an internal processor attribute crash." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes and undefined video-branch helpers in multimodal token counting are unrelated 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": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "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" + ], + "soft_pairs": [ + "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:43575|issue:43701", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:29127|issue:35141", + "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:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "752b27a85a78fdfff8ac2d8ef90a787cff16798e6e8f4b1d3a90a760c5970632", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34979, + "estimated_input_tokens": 8745, + "estimated_eval_tokens": 17746 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated failures: CLIPVisionModel hidden_states handling versus Qwen3_5Moe rotary embedding CPU offload compatibility." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different problems in different subsystems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to a mistral_common import error in Gemma 4 processor loading." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model implementations and bugs: DeepSeekV3 divergence versus D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve processor/tokenizer behavior, but the concrete bugs differ: label reduction versus NER/batched padding crashes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen prefix only; pad_token_id absence and sliding_window behavior are distinct bugs." + }, + { + "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." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image processor label reduction and LwDetrImageLoss AMP/CUDA crash are different code paths and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category cardinality limit error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local path import warning and gradient checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "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." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are separate failures." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization on resize are different issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading/AutoTokenizer behavior and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error with CLIP and zero-probabilities in SigLIP2 are different model/runtime failures." + }, + { + "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." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver non-default-resolution failure are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "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:43931|issue:45216", + "issue:43493|issue:43827", + "issue:34689|issue:36010", + "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:44855|issue:45137", + "issue:33290|issue:34689", + "issue:43650|issue:46202", + "issue:44190|issue:44496", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "4e92b18549b613b160a1c63d0282fdd24f7e88c8bf4feeee2d2bd6be1b84b989", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35759, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Different bugs: DeepSpeed/Adafactor OOM versus TrainerState token-count bookkeeping." + }, + { + "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." + }, + { + "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)." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated regressions: video input handling for Qwen VL families versus chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model-loading failures: Phi-4 multimodal load breakage versus DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading/unpacked-weights bug is unrelated to AutoTokenizer failing to load a FastSpeech2 tokenizer." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they concern different breakpoints and causes (Llama 3.2 Vision loading vs base_model_prefix handling)." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import issues: missing tensorflow backend in install extras versus a missing import_utils symbol for falcon mamba ssm." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is not the same as deepspeed+Adafactor OOM." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure versus a Fuyu tensor-conversion exception-handling bug; unrelated fixes." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model behavior, but one is torch.compile/SDPA failure and the other is recurrent-state reset logic with cache." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL shape-mismatch loading bug is distinct from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation mismatch versus documentation still referencing removed pipeline() APIs; not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Version-related breakages, but one is model loading and the other is an import error for GenerationMixin." + }, + { + "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." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion bug is unrelated to the degenerate zero-loss classification issue." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "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" + ], + "soft_pairs": [ + "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: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:43404|issue:43441", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "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" + ], + "prepared_review_unit_hash": "a6a50abda088078dca3040372236716688ae7a9572c82b860d0473c635421c2b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35191, + "estimated_input_tokens": 8798, + "estimated_eval_tokens": 17852 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different problems: pipeline top_k output shape vs missing PyTorch import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different code paths: processor/tokenizer regression vs pipeline translation task messaging." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure vs 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." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-mismatch under CPU offload is unrelated to resume_from_checkpoint 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." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and bugs: Gemma3TextConfig API mismatch vs Mistral3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token ID configuration inconsistency is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Completely different models and failure modes: ESM2 breakage vs janus image-generation test failure." + }, + { + "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." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different training/model issues: DeepSpeed Adafactor OOM vs embedding reinitialization on resize." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading/runtime issues, but one is tensor-parallel OOM and the other is a key error loading MobileLLM." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Same broad optimizer/DeepSpeed area, but one is OOM and the other is double optimizer.step invocation." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: bare except in tensor conversion vs Windows/ROCm distributed import/type error." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related to Mistral-family models, but different concrete bugs: untied lm_head weights vs FlashAttention failure." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression types: custom processor/tokenizer access vs eos_token_id inconsistency." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM 3 area, but dummy Conv2d in a decoder is not the same as CUDA OOM in video inference." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different pipelines/components: video-classification processor lookup vs Sam3VisionEncoderOutput attribute error." + }, + { + "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." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs missing model_type in config.json." + }, + { + "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." + }, + { + "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." + }, + { + "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", + "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." + } + ] + }, + "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:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44479|issue:44734", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "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" + ], + "prepared_review_unit_hash": "9702ec88d74c7e4ed51b6203b0aadedbba142145a0f89f3e0f1ced6617e027b7", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "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.", + "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_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", + "accept": false, + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs load-balancing loss omission when router logits are disabled." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes and models: a janus test failure vs Qwen3.5 flash-attention generation problems." + }, + { + "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." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are regressions, but one is about buffer initialization while the other is a GPTNeoX config field not persisting on reload." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input regression for several Qwen VL models vs /v1/responses KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus model test failure is not the same bug as stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Import-time IndentationError in DebertaV2Model is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is a model/runtime issue, not the category-cardinality RuntimeError." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "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()." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "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." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "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." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction with zero sparse layers is unrelated to the Python 3.13 Deberta import parser issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is a runtime/model-state bug, while GPTNeoX rotary_pct reverting is a config serialization bug." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "These both touch config/load behavior, but they are different problems: patchtsmixer post_init allowance vs granite_speech strict-config loading." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to the local dataset loading failure in a training example script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is not the same as a DebertaV2 import-time IndentationError on Python 3.13." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "A video-input ValueError in Qwen3OmniMoe and a serve-time KV-cache indexing crash are different code paths and symptoms." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "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." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "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." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-side torch.arange in XLNet positional encoding is unrelated to the bare-except error swallowing exceptions in Fuyu." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A sparse-layer config bug in SwitchTransformers is unrelated to a dataset-loading failure in an example script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "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." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config-validation 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": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44336", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "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:44246|issue:45003", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:44933|issue:45362", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "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" + ], + "prepared_review_unit_hash": "8f450094836d89b70db97e7500dbe86d9f2c475bea56f591631d27c49f82797a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36575, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: Gemma4 embedding resize propagation vs 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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime error is unrelated to Whisper empty transcription generation." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning about `num_return_sequences`." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no evidence they stem from the same export bug." + }, + { + "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." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: one is a vague data request, the other is an audio feature extraction bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance regression vs unsafe `sys.modules` access; related to import time, but not the same bug or fix." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different model families and symptoms: zero probabilities in SigLIP2 vs 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`." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI failure in GraniteSpeech tests is unrelated to Phi-4-multimodal model loading." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43688", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:43441|issue:45588", + "issue:42175|issue:44279", + "issue:43388|issue:43688", + "issue:44075|issue:44368", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "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: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" + ], + "prepared_review_unit_hash": "9fbd4ed970b3daa54861e54067b23bf5d40aa34c3eb98c60fbbdc7186f5cce0d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and different failures: sparse-layer construction in SwitchTransformers vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "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." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a packaging/backend dependency complaint; the other is a vague transformer dependency issue with no shared concrete bug path." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "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." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments not being used is unrelated to a Qwen warning about `tie_word_embeddings`." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to the `_torch_extract_fbank_features()` runtime issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "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." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are unrelated behaviors." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording for text classification does not match an unrecognized-model loading failure." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Generic placeholder issue title versus a specific FP8 inference failure on B200; no shared code path." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "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)." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resizing in T5Gemma is unrelated to Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-import problems in different modules; they are not the same symbol or code path." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of `NoneType` is unrelated to embedding reinitialization after `resize_token_embeddings`." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4 multimodal config defaults and missing `pad_token_id` on Llama4Config are distinct config bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Routing/load-balancing loss handling is unrelated to Gemma 4's `mm_token_type_ids` defaulting problem." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different model families and different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is loading MoE models while the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug is unrelated to remote-code model breakages." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but they concern different missing symbols in different modules." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline image-processor lookup and Gemma 4 PLE device mismatch are unrelated bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate tokenizer bugs for different model families." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as the specific unreleased PEFT version bump problem." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports after upgrades, but the missing `HybridCache` symbol is not the same issue as broad import failures across versions." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to the text-classification docs mismatch." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus tokenizer keyword-argument duplication; different layers entirely." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression for custom multimodal code is not the same as Deepseek tokenization correctness." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:42994", + "issue:43065", + "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:44297", + "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:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "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:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "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:43901|issue:43994", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "75d501850e0977cd81c33423de60caa7a08c4ce636a3a92a5ab6504baed26f1d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "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.", + "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_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_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related, but separate bugs: tokenizer.json selection vs 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." + }, + { + "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." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repo file listing not forwarding revision; unrelated subsystems." + }, + { + "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." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs rope index temporal scaling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific inference bugs: FlashAttention failure vs OCR index error." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss logic; unrelated." + }, + { + "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." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor saving bug vs unrelated data-filtering slowdown; no common defect." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated bugs: missing rms_norm_eps precision issue vs torch.split return-value handling." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device mismatch during forward; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior; 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." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different loading regressions for different model families; no evidence they are the same 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." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch vs import performance regression; 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": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "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:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43525|issue:43643", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "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:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:41950|issue:44220", + "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: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" + ], + "prepared_review_unit_hash": "551a385fb73b4e9cb3b4d961f0f81cd1dcd47b73a05ecf4b17d1862e40dd43e1", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43643", + "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." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an `init_empty_weights` TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "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." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on `torch.compile` is unrelated to ANSI codes in loading reports." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Top-level import failure vs Python-version compatibility regression; not the same underlying issue." + }, + { + "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." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting and a docstring problem are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A `model_max_length` question on DeBERTa-V3 is unrelated to a missing `transformers.onnx` module import." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as an unrecognized model/config loading failure." + }, + { + "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." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos-token configuration are unrelated." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Python support regression and inability to load a specific multimodal model are not the same underlying problem." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior change are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness and `resize_token_embeddings` output-weight syncing are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "`position_ids` buffer access and a reported post-upgrade slowdown are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "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." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss omission and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral tokenizer regex patching and Qwen3.5 chat crashes are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "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." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A pipeline docs mismatch and unsafe `sys.modules[]` access are separate concerns." + } + ] + }, + "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:36246", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "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", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "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", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "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" + ], + "prepared_review_unit_hash": "a9110a144e0cbdced5549e1ea6d855bbcd067e06ac8b6f6ee6454f9efd344bd4", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36613, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "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.", + "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_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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different failures: a Qwen2.5 VL import error vs. a DeepSpeed/BertModel index error." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue, not the same as unsafe sys.modules lookup." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and mask pipeline partial-batch handling are different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate default is unrelated to import performance." + }, + { + "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." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque/index errors are different DeepSpeed issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug is unrelated to tokenization changing across versions." + }, + { + "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." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." + }, + { + "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." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to tokenizer protobuf exception masking." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to Windows/ROCm import dependency errors." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 dummy Conv2d and sam3_video vs sam3_tracker warning are not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash 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." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "These are both resize/tied-weight complaints, but for different models and different affected tensors." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Tied-weights warning and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Windows ROCm torch.distributed import issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-weights warning." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy 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": 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:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44530", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:42886|issue:45229", + "issue:45003|issue:45561", + "issue:44530|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43452|issue:45003", + "issue:43646|issue:44162", + "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", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:46077|issue:46123", + "issue:43232|issue:43673", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "57a71dcb364ad2a93024b589b41621aa28bf0e588dbe053129ae4360f8f927f6", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "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." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access during model loading is unrelated to the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and Windows ROCm torch.distributed import/type issues are different bugs." + }, + { + "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." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrading are not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer issues." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading failures and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and an ESM2 breakage are distinct model/config regressions." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files and deepspeed optimizer stepping twice are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A throughput slowdown is not the same as the optimizer being stepped twice." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache handling and docs still referencing removed pipeline() APIs are separate issues." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to a data-processing slowdown." + }, + { + "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." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report does not establish the same Gemma4 zero3 from_pretrained issue." + }, + { + "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." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute failure and trust_remote_code config field loss are 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." + }, + { + "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." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import missing and sentence-transformers loading hangs are different environment/runtime problems." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention mask construction and MaskGenerationPipeline partial-batch dropping are separate pipeline bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update and chunked_prefill cache missing are different generation paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:42222|issue:45200", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "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" + ], + "prepared_review_unit_hash": "a28964778587ef524c3004c760744393c309aab8bb67eacaf5bcb0c2a040468b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "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." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (AutoImageProcessor vs HybridCache) and likely different breakpoints." + }, + { + "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." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: loading Phi-4 multimodal model vs DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: quantized model save_pretrained failure vs missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "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." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is distinct from FP8 save_pretrained/moe serialization behavior." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import targets and different failures: GenerationMixin vs AutoImageProcessor." + }, + { + "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)." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend packaging/install issue for tensorflow extras is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model-path bugs: MIMI padding-mask batching discrepancy vs MoE load-balancing loss omission when router logits are disabled." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race condition is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync_gpus bug is unrelated to janus image-generation test failure." + }, + { + "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." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Pipeline docstring mismatch is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model issues: broken vitpose models vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformers loading stall is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save_pretrained files is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping partial-batch results." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": 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: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:43723", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "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:44222|issue:44623", + "issue:44190|issue:46082", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "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" + ], + "prepared_review_unit_hash": "24d92ac24b2ab3e48d538c6c76bea5bb3081f200a95567065ab603b83df30da5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a doc/parameter-name typo are unrelated bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation mismatch in set_training()." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer readback and duplicate optimizer steps under deepspeed are different code paths." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output differences and AttentionInterface.register behavior changes are distinct bugs." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization mismatch and deepspeed double optimizer step do not share the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support regression is unrelated to an image_utils import issue." + }, + { + "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." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "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." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and missing processor save files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper decoding crash are unrelated bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature break are unrelated training issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow job reporting and embedding reinitialization after resize are different training/model bugs." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import error for AutoModel and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to explicit head_dim validation in LlamaConfig." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode import come from different modules and fixes." + }, + { + "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." + }, + { + "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 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." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:43479|issue:43644", + "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:42907|issue:46050", + "issue:44829|issue:46002", + "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" + ], + "prepared_review_unit_hash": "c0121a48f777bee04abcbb2e4441ce17dd59e1a495f8b333d35ea863550960c0", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35714, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs GLM-5 RoPE behavior; different bug classes and code paths." + }, + { + "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." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different processor/server failures." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Two different DSA/indexer issues with different symptoms (split outputs vs missing ReLU)." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading stall vs zero-probability output; different model/runtime failures." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched template crash vs auto_docstring annotation crash; unrelated subsystems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision issue vs meta initialization incompatibility; not the same code-path problem." + }, + { + "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." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration vs NaNs during checkout/init; unrelated training/init bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config init vs GPTNeoX rotary_pct reload behavior; different config bugs." + }, + { + "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." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two separate missing imports for different symbols; no evidence they are the same underlying change." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting bug vs docstring mistake; clearly unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy problem vs Qwen3-VL-Moe bug; different model behavior and code path." + }, + { + "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." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs wrong decoder type in v5; separate tokenizer/config issues." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA bug vs AttentionInterface.register behavior change; different APIs and code paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/behavior vs DSA indexer tensor split issue; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression vs NaNs after checkout/init; different failure mechanisms and scope." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "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" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "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" + ], + "prepared_review_unit_hash": "16f7fe824ce783ac7981a43f34b5e530f6046d5168300e5eecab44e19ae5a36c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: position_ids buffer access vs tokenizer_class metadata mismatch in save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated failures: Sentence Transformers loading hang vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs forwarding vs chat template crashing on tool-call messages." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to a docstring problem for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: dequantized save_pretrained failure vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is a v5 generic issue and the other is a specific FastSpeech2Conformer tokenizer failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with missing nn is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenizer loading regression is not the same as Deepseek tokenizer producing wrong results." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific logic: Smollm3 RoPE layer count vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing AutoImageProcessor import is not the same as broad import errors after version upgrade." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change across versions is unrelated to Qwen2_5_VLProcessor batched chat-template crashes." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving failure is unrelated to GLM-5 invalid GenerationConfig." + }, + { + "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." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example output bug is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version drift is not the same as assistant_masks being all zero for multimodal chat templates." + }, + { + "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." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different issues: Qwen3-VL-Moe behavior vs reading position_ids after registering a buffer." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module import and tokenizer added-space behavior 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": 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:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231" + ], + "soft_pairs": [ + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:43906", + "issue:44355|issue:46231", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "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" + ], + "prepared_review_unit_hash": "8213eba2ac4ccddb29a329e5685017e01c1e81e6e2897fc00b83b2f0b9eec2dd", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:44351", + "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." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "`transformers.onnx` missing-module import and tokenizer slow/fast inconsistency are unrelated bugs." + }, + { + "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." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "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`." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "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." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "`base_model_prefix` loading regression and NaNs in classification heads are different failures in different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "One is a Python-version compatibility report, the other is an incorrect PyTorch version check for a specific import path." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 backend settings and a missing multimodal image-patch helper are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy and tokenizer save-pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and `trainer.evaluate()` failing after `train()` are different training bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "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." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "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." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label classification example bug and a pipeline translation-task error message are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example empty outputs and SigLIP2 implementation discrepancy do not share the same code path." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function behavior issue and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different model/code-path bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation-config validation and a stale warning in paged generate are separate issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing `transformers.onnx` import and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumptions in `from_pretrained` and a flash-attention crash on `s_aux=None` are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "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." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong `offset_mapping`; distinct concrete failures." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "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." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and Python 3.14 loading failure are unrelated environment issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing `pipeline()` and a bad PyTorch version check 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": 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:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46231" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:43381|issue:44945", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "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:43408|issue:43742", + "issue:44877|issue:46231", + "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" + ], + "prepared_review_unit_hash": "fbf676c2189550db9a7a7f8fcc7c26e3047def6439c5f615eff19044d1f929fe", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35559, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly 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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different subsystems: FSDP/PEFT optimizer-state bug vs generation cache missing in chunked prefill." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Both involve runtime behavior, but one is eval-mode checkpointing and the other is pipeline-parallel output corruption." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights behavior is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a PyTorch version check bug are unrelated maintenance/config issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in CI inference." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are different code paths and symptoms: mapping None vs Mistral regex patch crash." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and missing tensorflow_text backend are unrelated backend/model-loading failures." + }, + { + "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." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is unrelated to Qwen3.5 checkpoint serialization regression." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model/config validation failures, but for different models and different validation stages." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "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." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to a TensorFlow backend installation issue." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal loading failure is not the same underlying bug as broad import errors after upgrade." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "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." + }, + { + "left": "issue:42175", + "right": "issue:44261", + "accept": false, + "reason": "TensorFlow backend packaging and MLA rms_norm_eps precision are unrelated issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one is unused SGD args and the other is double optimizer stepping under deepspeed." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a layernorm epsilon precision bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning is not the same as incorrect dtype persistence when loading BLIP2." + } + ] + }, + "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:38617", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45200", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "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:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:45440|issue:46172", + "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" + ], + "prepared_review_unit_hash": "0caaa7a8d6082e95d918b4ce576f6967a1cc75a89b77170eb355b7813b2962a9", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38092, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated bugs: an import failure in configuration_utils vs an audio feature extraction helper issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: a removed config API warning vs unexpected position-id keys during loading." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model components and symptoms: missing image-patch helper vs a config epsilon precision issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "One is an import error for AutoImageProcessor; the other is a PretrainedConfig type-checking regression." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: GLM DSA indexing vs a DeepSeek-V4 tensor transformation 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." + }, + { + "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." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Documentation/UX question about shard size is unrelated to a Qwen3.5 MoE loading failure." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config flag warning is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import/export API mismatch vs documentation typo; these are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failure points in loading: tokenizer mapping can be None vs a specific model load failure for physical-intelligence/fast." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different models and logic: multimodal image patch counting vs GLM MoE index splitting." + }, + { + "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", + "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." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A global v5 config/API regression is not the same as a quantized-save/load corruption bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: removed embedding-tie config warning vs flash_attention crash on sink-less models." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack issues: wrong optimizer state distribution under FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated: VRAM leak in Qwen3ForCausalLM multithreading vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages and unrelated API changes." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen variants and different issues: missing attention projections vs a missing config field being dropped." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failures; these are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model architectures and failure details; not a duplicate." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different from_pretrained problems: offline-mode network leakage vs a missing embedding weight during model load." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43526", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44351", + "issue:44368", + "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:45478", + "issue:45561", + "issue:45588", + "issue:45698", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:45341|issue:45859", + "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:43066|issue:43906", + "issue:43986|issue:45372", + "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:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45698|issue:46172", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "83118e4eea221276b9093dff609782c7110b7a12886a8ddb27319078cd49d741", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: a testing_utils bug versus a Qwen3.5 RoPE CPU-offload issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules (`layer_type_validation` vs `HybridCache`)." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a removed API warning/regression, the other is an offloading/quantization behavior issue; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are unrelated code paths." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading regression versus a testing_utils bug; no shared failure mode." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are separate problems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: missing torchvision for video model loading versus TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading without torchvision and chat-template tool-call handling are different code paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and a reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to the ReasoningEffort import crash in Gemma 4 loading." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are distinct model-specific issues." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils bug versus flash_attention s_aux=None crash; different code paths and symptoms." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils bug versus pytest-xdist race on captured_info.txt; not the same issue." + }, + { + "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." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and Pipeline save_pretrained failure are different defects." + }, + { + "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." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure and Qwen3.5 infinite-loop inference bug are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor-op failure are separate model-specific bugs." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper not running and MaskGenerationPipeline dropping final partial-batch results are different subsystems." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a tensorflow_text backend mapping error have different causes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs do not match the BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "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." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe and Qwen3.5 moe from_pretrained errors are different load/save paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both mention compilation, but one is a bf16 warning and the other is a flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A trailing-slash local model import warning is unrelated to a bf16 compile warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and different import surfaces." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module after save_pretrained and a deepseek-v4 tensor operation bug are not the same underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "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." + } + ] + }, + "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:42757", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44117", + "issue:44242", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:43066|issue:46209", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "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: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" + ], + "prepared_review_unit_hash": "1c6e5df2bc334a96c54e9428da5f48aa714a6d78555a2532ea46e5e73a1a3e76", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37671, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "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).", + "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_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", + "accept": false, + "reason": "One is about GenerationMixin cache behavior in chunked prefill, the other about MaskGenerationPipeline final partial-batch handling; unrelated bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different API layers: /v1/chat/completions request validation vs apply_chat_template crashing on tool-call messages." + }, + { + "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." + }, + { + "left": "issue:43064", + "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." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different model families; no shared code path is evident." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Resize-token-embeddings behavior and Gemma4 bidirectional-attention masking are separate Gemma4 issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline.save_pretrained are distinct save-path problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to pipeline serialization." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and symbols; no common underlying defect." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix is a separate path from saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support error and invalid GenerationConfig are different failures." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorting load failure and Qwen3.5 checkpoint-saving regression are not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 causal-mask construction and LlamaConfig head_dim validation are unrelated configuration issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and missing pad_token_id in Llama4Config are separate model config bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute missing and MoE load-balancing loss omission are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and glm-4v-9b loading failure are different model-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of another issue is not the same as a Qwen3_5 infinite-loop-on-image bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3_5 image generation looping are different model behaviors." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support and Python version compatibility are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading bugs." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model support limitation and the other is attention scaling being ignored." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same title family, but still a model-specific FlashAttention support error versus a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict ordering load error and Gemma pipeline roundtrip failure are not the same underlying problem." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "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." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and degenerate zero-loss classification bug affect different subsystems." + }, + { + "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", + "accept": false, + "reason": "State_dict-sorted load failure and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "A missing config attribute and TOKENIZER_MAPPING_NAMES returning None are separate initialization bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression is unrelated to GPT2 attention scaling 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": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "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:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "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:44222|issue:45125", + "issue:42890|issue:45341", + "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" + ], + "prepared_review_unit_hash": "7a1ebaf494bfc02a1f5fabd23bcca71e73106e8a8b0c5b8505535d5fe8f368b6", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "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.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue: there isn't a single report that plausibly subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "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." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Different problems: removed config flag behavior vs Flash Attention support for NemotronH." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI failures, but one is missing set_seed flakiness and the other is an xdist file race." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated: distributed optimizer state corruption vs a typo in cache strategy docs/code." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they target different releases and failure modes." + }, + { + "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." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific load bugs; no clear shared code path." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state mismatch in training is unrelated to Pipeline save_pretrained support." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch and tokenizer loading regression are unrelated components." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to a model loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken keyword collision are different bugs." + }, + { + "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." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but missing _tp_plan and generic from_pretrained error are not enough to treat as one concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job reporting on failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload compatibility are different regressions." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "A missing tensor-parallel plan and a dropped vision-config field are separate config/schema issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad semantics and broad import errors after upgrade are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers hanging on load and confusing forward-arg docs are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "AutoTokenizer.from_pretrained failure and v4-to-v5 checkpoint reload failure are different loading problems." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network calls despite local_files_only and FP8 save_pretrained on MoE 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": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "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:36296|issue:43901", + "issue:36296|issue:43526", + "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" + ], + "prepared_review_unit_hash": "512ad6c1090d0d50a0c4038ee9c747f6d7f0ec2b85a75814d4ce233e20a3ecf3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37808, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different problems: FP8 accuracy vs a missing image-processor method/AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline removals are unrelated to the unrelated 'racoon' report." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage is a distinct bug from the unrelated 'racoon' issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "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." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No_grad/update semantics are unrelated to the tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors do not match the separate PretrainedConfig type-checking regression." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to 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." + }, + { + "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." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage and PretrainedConfig type checking are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from huggingface_hub is unrelated to the transformers env command 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." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken env command and a missing Qwen2.5-VL export are separate issues." + }, + { + "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." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' placeholder issue is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc confusion on forward arguments is unrelated to the layer_type_validation import error." + }, + { + "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." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env command issue is not the same as Python 3.14 load failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the 'racoon' report." + }, + { + "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." + }, + { + "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", + "accept": false, + "reason": "Lazy loading and a TensorFlow backend error from tensorboard-only installs are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and missing _tp_plan for Qwen3.5 MoE are related only by theme, not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output problems are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring fix for position_ids is unrelated to the 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Different version/regression reports with different symptoms and upgrade scenarios." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a model-specific config bug, not the broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "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." + } + ] + }, + "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:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|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:44908|issue:45071", + "issue:41669|issue:44351", + "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: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" + ], + "prepared_review_unit_hash": "35267ff1d750cd0aa5537fc2c6f1fc225ea745706877bdcbba9a5fc400b06a39", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39266, + "estimated_input_tokens": 9817, + "estimated_eval_tokens": 19890 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-star cleanup/perf vs missing cache state in 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)." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing config field vs a generic \"v5 breaks many models\" complaint." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash is a distinct code path from the broad version-regression report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to a missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance slowdown and lazy-loading malfunction are related themes, but not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding instability has nothing to do with 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." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwarg passthrough is a different path from scheduler kwargs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output errors are unrelated." + }, + { + "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." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL 2D bbox hallucinations." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention broad v5 breakage, but one is about import errors and the other is a generic regression complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache missing and a cache-strategy typo are different issues." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image patch helper AttributeError is a specific multimodal bug, not the generic v5 regression." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs passthrough and the other is attention-interface usage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility failure and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output issue is unrelated to the Qwen3.5 Moe 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." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation updates after pipeline removals do not match scheduler kwargs behavior." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command breakage and lazy-loading malfunction are not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight key extraction crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding bug are different topics." + }, + { + "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." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwarg handling 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." + }, + { + "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." + } + ] + }, + "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:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "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:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "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", + "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": "a5a4ed954ea6ba57b94c1ff8724151bb61c01ed200b2478009554726edc18d3c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826507, + "estimated_input_tokens": 206627, + "estimated_eval_tokens": 413510 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 42, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "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.", + "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_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: slow checkpoint loading vs confusing forward() docs." + }, + { + "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." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to DeepSeek-V4 weight conversion guidance." + }, + { + "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." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs a specific module import failure; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API migration guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained missing files are separate processor issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp computation bug vs multi-thread VRAM leak; different functionality and code paths." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma 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." + }, + { + "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." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support limitation for NemotronH is not an import-module failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but one is a broad regression while the other is a decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash is unrelated to chat template tool-call crashes." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and tied-weight key attribute handling are different config/runtime issues." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression and the placeholder issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Removing import * from models is a performance/refactor issue, not the placeholder issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an import error from configuration_utils are different failures." + }, + { + "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." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are different issues." + }, + { + "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." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support and FP8 inference support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug and DeepSeek-V4 shared expert gating are different model-specific issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint on ModernBERTConfig 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." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value bug is unrelated to global tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former config/usage bug does not match a RoFormer attention implementation issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Model ignore_value handling and a quantization-operation typo are unrelated." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "174914c79743347044c48a7bcd83514e9ffd8ed6e3fab526224639a2284c3f4e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three 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.", + "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_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." + }, + { + "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." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and Wav2Vec2 timestamp extraction are distinct tasks with no overlapping implementation target." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "eb758d59b360229cf07a5ccab9b6bb0bd7ba3f7e0815a712eec08c04a5715017", + "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": "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.", + "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_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." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "93d12371ab4d5ce713c3f024ddea9c008b91c986115303281b2fbc79149aa99b", + "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 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.", + "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_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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "d2d9dea9ea57b8bc1e6293bfc4ed48f2a83022d4a60f235294aa023180637702", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13675, + "estimated_input_tokens": 3419, + "estimated_eval_tokens": 7094 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13675, + "estimated_input_tokens": 3419, + "estimated_eval_tokens": 7094 + }, + "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.", + "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_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." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder translation template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language/request scope; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request does not duplicate the generic placeholder ticket." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate language tasks." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate issues, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder template; different underlying ticket." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request does not match the generic placeholder translation template as the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs placeholder template; not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder translation ticket." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation task is separate from the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific request versus generic placeholder template." + }, + { + "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." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are near-identical placeholder i18n translation-template issues with the same title/body pattern." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "These look like duplicate instances of the same generic translation-template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder translation-template issue, no meaningful distinction visible." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Thai-titled issue is not clearly the same generic placeholder translation template." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder i18n translation-template issues." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Same generic placeholder translation issue, likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No clear evidence that the Thai-titled issue is the same underlying placeholder ticket." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "These are effectively the same placeholder translation-template issue." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "41501de06e65798bd4a694373a44742731df0e6039b194238226a014400d318c", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "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.", + "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_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." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are different models and different code paths; not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests, not one concrete duplicate." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR (vision detection) and LFM2.5 Audio 1.5B are different modalities and changes." + }, + { + "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." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR (vision) vs Qwen3-ASR (audio speech recognition) are different underlying features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and different task domains." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions; only the broad 'add support' theme matches." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer are different architectures and request 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." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model requests, not the same underlying bug/change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT models are distinct requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model features." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT are different concrete model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different additions; not mergeable as one duplicate." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model support requests." + }, + { + "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." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated features." + }, + { + "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." + }, + { + "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." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different task domains (speech vs OCR)." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests in different domains." + }, + { + "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." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests; no shared code-path bug/change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests, not duplicates." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model requests with different targets." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and OpenAI weight-sparse transformer are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech models and different support changes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementation areas." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "143e8a03e19b65b70ab0116efff78e12ac55d0fb431defe7b2fbf0a0402e669c", + "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 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.", + "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_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_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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "a88e3b9538761bfd0a28116276a700b7863ccf192e03b3bc73ec5db9bec7c3d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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.", + "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_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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "78f0280bf96ec4989303cfd373eb4e7f3f3107ec015e52b0d259b08ea937d8b1", + "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 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.", + "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_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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "eb593e8fb5177a9792ad2fa3e98c968bdac801c3daf61f4157d4e17fc62ce838", + "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": "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.", + "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_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." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no supporting details such as bodies, targets, or references." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no evidence they describe the same bug or change." + }, + { + "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." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same vague title, but insufficient concrete evidence to merge them as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same vague title, but no substantive details to establish 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": "cache", + "cache_hit": true, + "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": "9fd6c2da38d2735c4c4f21f448eb8c77497184da309263d9d8b07fb4a3e4bd46", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster 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.", + "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_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_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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "5d3e530f4bba004dd2a5e30158177fff5349308e2c8d9feb71cac95f26d6ff93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues 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.", + "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_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." + } + ] + }, + "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." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "5f2c90f45393767f55c5a1a2c755ae3a1d0a7b390be6bd9d27eb3caac5d5ddda", + "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": "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.", + "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_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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "b62a40d5708b6ac6f81d39025f5cd791366c1d4f5c0cb7276cf0112d2d302f82", + "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": "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, + "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": "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." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "1cebfc293e8f894ebde778985bad8f565ebc9a49b5a2843d30eeffb22a92e29b", + "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": "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, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named entities and dates; no evidence they describe the same bug, request, or code issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 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-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": "0f018cdb21c1db38a5160dfabaee3c072f88390111d3c732395fd92343e0308a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "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.", + "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_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." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different subjects: a financial data bundle promo/request versus a DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and apparent same underlying example issue; clear duplicate." + }, + { + "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." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different issue concepts: DataForge example versus DataForge scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue concepts despite shared financial/DataForge wording; not the same underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue concepts despite shared financial/DataForge wording; not the same underlying request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same underlying DataForge scraping-service issue; clear duplicate." + } + ] + }, + "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." + }, + "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": "cfb1cacd158bc4bc0d73e85af4182f07602270a0842f9dfdbd64f6bcff7d0a48", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 39744, + "estimated_input_tokens": 9936, + "estimated_eval_tokens": 20128 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 39744, + "estimated_input_tokens": 9936, + "estimated_eval_tokens": 20128 + }, + "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, + "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.", + "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.", + "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." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions are unrelated to ExecuTorch export behavior." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer fixes vs adding a new MobileLLM model are different changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes are unrelated to adding MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs handling is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 model/test fixes address different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export testing does not match new-model implementation work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes vs `layrnorm` renaming/correction are different underlying bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to chat-response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model work is unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config-resolution ordering are different 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`." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "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": "6000e743e6e92d6350841150b743bd3b421ff59bd1803591c4baeb4260dee81b", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "01ad080e7eedfdd818518b3290cf87a7b3f28178d9ca7420314294608a7e874d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These 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, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR; the PRs address unrelated feature work in different subsystems.", + "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.", + "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." + } + ] + }, + "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": "bd426805a3cc5cf69f6221c5091035cf392475c3401c93edd989340ab0f22462", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are 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.", + "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.", + "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.", + "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." + }, + { + "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." + } + ] + }, + "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": "87c3e9114399a2d66ade3a0f76181346bc6e9710edaaca970b7e6d1b858d2f40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "e6f33d31581aa1171b16532afa7ef9820d8c0373cf31dcc5d33df2182e2ec945", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "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.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request: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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "6a227da7013a0b694372aba8a3e80bef43135ed90fce3fd9efc4bd21f7d4d39d", + "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 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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "870079ac3b6e513040aff076cd050684413a613b765d70207f187abe1c08d590", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "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, + "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.", + "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.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "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." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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." + }, + "evaluator_used": true, + "retried": false, + "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": "f170168a5cf882df1c10e3d21ea7944dcc4cf2de152601e7d67a3b5af50c381a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "9cf0a658cc3cd1f6241ca9462a1b170e37cb1bcdcb92dc0cad96ae07d33e12e5", + "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": "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, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different code paths and different customization points in Trainer.", + "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.", + "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." + } + ] + }, + "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": "a49b2999182c8cbc634df7ee1c8c84a761e0da044bc17eb176de7ef2f19d1962", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py`, 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, + "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.", + "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.", + "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." + } + ] + }, + "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", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "1cec2056080a28822f9737d699e27012a7ce32227bf5deb734f4401fe3f082d6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a 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, + "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.", + "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.", + "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." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output tracing vs DeBERTa output tracing; unrelated concrete implementations." + }, + { + "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." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones (RegNet/ResNet vs EfficientNet); only the refactor style matches." + }, + { + "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." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; no shared concrete code path." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same initiative, different model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; not the same underlying 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." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; no shared concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; only broad output-tracing theme overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM output tracing; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; same theme, different model." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated concrete code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; not a duplicate fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are distinct model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; broad refactor similarity only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer versus LongT5; same tracing initiative but different code." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet versus Flaubert/XLM; no shared underlying bug." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are distinct implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "Segformer versus GPT-Neo; only the output-tracing refactor theme is shared." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; different models, not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; no concrete overlap beyond the refactor pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; different model-specific output handling." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; same generic migration, different implementations." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus VITS; not the same underlying bug/change." + } + ] + }, + "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." + }, + "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": "dfaea296c14ca3c2f14bf97e46769fb56baa9a84b833eb8ee20c16c436883543", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs 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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "aa9b25c37d9edf1db079b0b83594dcf6910c2c5843a5b7064b0df1d329a3573a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43397, + "estimated_input_tokens": 10850, + "estimated_eval_tokens": 21956 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43397, + "estimated_input_tokens": 10850, + "estimated_eval_tokens": 21956 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks (`timm_backbone` vs `rwkv`); not the same concrete bug/change." + }, + { + "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." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `upernet`); no shared concrete code-path issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `depth_anything`); not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different domains (`mobilenet_v1` vs `vision_encoder_decoder`); same broad refactor 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." + }, + { + "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." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); not a duplicate." + }, + { + "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." + }, + { + "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." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models; not the same underlying bug/change." + }, + { + "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." + }, + { + "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." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`upernet` vs `rwkv`); not the same concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated code paths; same theme only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model stacks (`mamba/falcon_mamba` vs `codegen`); not the same bug/change." + }, + { + "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." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated; not the same concrete code-path change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`upernet` vs `codegen`); too broad to merge as one duplicate 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." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); not a duplicate." + }, + { + "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." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths (`depth_anything` vs `rwkv`); not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`depth_anything` vs `dpr`); only similar cleanup work." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; not the same fix." + }, + { + "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." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); 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." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`); not a duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); not the same code-path problem." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`superpoint` vs `rwkv`); only broad tracing cleanup in common." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (`superpoint` vs `dpr`); not the same underlying bug/change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`rwkv` vs `dpr`); same subsystem theme does not make them duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "`speech_encoder_decoder` code changes are unrelated to the docs toctree update." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "`vision_encoder_decoder` and the docs toctree PR are unrelated changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "`univnet` model code and a docs navigation edit 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." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "`timm_backbone` code and a documentation toctree edit 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": "213e3fb290e3cf2ff1eb325c00a524be31e53ba7d9152d87df234d48ae3aed15", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "7810fd000f972de11c9ecd011f7b9df8e860b89bdde954ceeee6bea405a4152f", + "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 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "83feb09f69c15c45cd27adf3539c99ac5eaedabb12ebb2ac3d9664b2ae4f45f5", + "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 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.", + "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.", + "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.", + "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." + } + ] + }, + "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": "d8b109fb038ece7392801318e667d15f52a6d6950e3112a84e81cd391c24e6a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "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.", + "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.", + "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.", + "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." + } + ] + }, + "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": "69fb303e502bc7c91e531f3237359289ff1a32b67daa69571ef979b46e3ed0d5", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "71adc5c2548f07db8cf5f9942e74fd5c84096345c0709ace0ab49b6f78d4247e", + "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 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "55b5508507f3116eea1c457b85c95e02ca52d2bf46aa3c5be05460388de28184", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "ecd0e27170aa47d9556b66172fdc8c9756eaaeb12e2108f1221b1e9b8b83052f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "e22ae98d410aa4282dafe6e289d0e69df22afa514d15ebe1533bcc7df9fbfe54", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs 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, + "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.", + "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.", + "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." + } + ] + }, + "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": "77bb2de0453297a3dab04406f81c0650feb2aa38aeb27febf43c9f8a2049225d", + "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": "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "ce6a7630948db66a8b0f7be4dbc41fcfdd5ddc7c357ca0d6b271e175a68c32d6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 15128, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 15128, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "4647946b99991605a3f6cd618ac8df4c91440aeaae81e0ba9ae1061b5434d5a2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7333, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7333, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "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, + "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.", + "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.", + "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." + }, + { + "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." + }, + { + "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." + } + ] + }, + "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": "f980859ee64a6f081235109a5abe56a0cbbb2633e4ea8d097f51992c63a58726", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4436, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4436, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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).", + "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.", + "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.", + "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." + } + ] + }, + "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": "d7ecfbaa9a75ea2edc98d08d1248270ab60d96571de47b8d9a0a2e02f2a69a5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "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, + "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.", + "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.", + "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." + } + ] + }, + "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": "e8d6b26878501f6398042b02c4b6f6781caa9b9fdbe418d2aa3c34e242950f9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These 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, + "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.", + "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.", + "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." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/manifest.json b/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..055226e7643b65d4316e99097b2372d5a62b5255 --- /dev/null +++ b/snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260528t180037z", + "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" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-28T18:13:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260528T180037Z", + "variant": "hybrid" +} diff --git a/snapshots/20260528T180037Z/manifest.json b/snapshots/20260528T180037Z/manifest.json index 69a09263ae13793e9baf5af6faf8d2933cce06db..c10534f90a8ba125fb8ccb148413e4adb2b5fa3a 100644 --- a/snapshots/20260528T180037Z/manifest.json +++ b/snapshots/20260528T180037Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1698 }, "extracted_at": "2026-05-28T18:00:37Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260528t180037z", + "runs": { + "hybrid-model-20260528t180037z": { + "analysis_id": "hybrid-model-20260528t180037z", + "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" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260528T180037Z/analysis-runs/hybrid-model-20260528t180037z/manifest.json", + "model": null, + "published_at": "2026-05-28T18:13:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260528T180037Z", "watermark": {