diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 20551a9a4b2a1375df7fdaca029105f47cb0e363..c0fb739f2317b42c9bddc3d13453e88da2eb50b4 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": "20260524T060021Z", - "generated_at": "2026-05-24T06:02:25Z", + "snapshot_id": "20260524T120021Z", + "generated_at": "2026-05-24T12:08:48Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index bfe2fb20e56b410b6ce3a6881be754def78e5bef..a300124ede27869d99cb1f46e3f1c7dd47c2ba7f 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": "20260524T060021Z", - "generated_at": "2026-05-24T06:02:25Z", + "snapshot_id": "20260524T120021Z", + "generated_at": "2026-05-24T12:08:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:24643", "issue:30277", @@ -93,8 +93,8 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43039|issue:45161", "issue:43975|issue:44457", + "issue:43039|issue:45161", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -108,9 +108,9 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43716|issue:45685", "issue:44918|issue:45161", "issue:43828|issue:44292", + "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:44292|issue:44918", "issue:43716|issue:44292", @@ -138,328 +138,304 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "ff874a85474cdc886c0f715b028ee4b8a25dcae056743f81e04870d26bc5b7d1", + "prepared_review_unit_hash": "440f73b75fb39bce4a891b4e415b4934ee48d9e8b298bc36cea096ef0e0727ec", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48406, - "estimated_input_tokens": 12102, - "estimated_eval_tokens": 24460 + "serialized_chars": 48403, + "estimated_input_tokens": 12101, + "estimated_eval_tokens": 24458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated issue reports, with only a couple of true duplicate-style overlaps. The clearest duplicates are the DeepSpeed ZeRO-3 BERT index error pair and the AutoTokenizer wrong-token-ID regression pair.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the AutoTokenizer v5 regression, covering multiple affected model families rather than a single model family.", + "summary": "The set contains a couple of true duplicate pairs, but most high-similarity matches are only broad thematic overlaps. The strongest duplicate clusters are the DeepSpeed ZeRO-3 BERT index error pair and the v5 AutoTokenizer wrong-token-ID regression pair.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest, clearest statement of the v5 AutoTokenizer token-ID regression across multiple model families, making it the best representative of the accepted tokenizer duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best captures the underlying tokenizer regression and is open, broader, and more suitable as the main tracking issue.", + "best_issue_reason": "Issue 45920 is the best global issue representative: it captures a concrete, widely applicable regression with a clear shared symptom and broader scope than the narrower variant in 45812.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute vs streaming chat/completions API behavior." + "reason": "Different bugs: config attribute lookup vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and backends; one is AMD GPU support for GPT-OSS, the other is an MPS histogram kernel issue in MoE code." + "reason": "Unrelated accelerator/device issues; no shared code path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths: image preprocessor dtype mismatch vs GPT-OSS running on AMD GPUs." + "reason": "Different model/runtime failures, only broad GPU-related similarity." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are model/backend errors, but the concrete bugs are different dtype/autocast handling vs AMD GPU execution." + "reason": "Both are dtype/device problems, but on different models and paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different underlying bug: AMD GPU runtime failure vs invalid method call in GraniteMoEHybrid." + "reason": "Different model classes and failure modes; not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures; NVFP4 execution error is not the same as AMD GPU incompatibility." + "reason": "Distinct model-specific inference/runtime issues." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated bugs." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export path and error type; ONNX export is unrelated to FineGrainedFP8 config failure." + "reason": "Different subsystem and symptom: export error vs FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and symptoms: export error vs device-mapping cuda assert." + "reason": "ModernBERT export and Qwen3 auto device mapping are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is stale docs; same broad area but not the same bug." + "reason": "Different topics: task crash vs outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they concern different removed doc references and should stay separate." + "reason": "Both are docs cleanup, but they refer to different removed features." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different problems: ONNX export versus missing GenerationMixin import." + "reason": "ONNX export error and GenerationMixin import error are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different failures: mask/tensor shape mismatch vs Gemma4 device placement mismatch." + "reason": "Different shape/device problems in different model paths." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training failures with different triggers; not the same code-path bug." + "reason": "Training-trainer embedding issue vs resume/trust-remote-code issue." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError reports, but one is DeepSpeed ZeRO-3 BERT init and the other is a mask shape mismatch." + "reason": "Both involve errors, but the model/setup and failure mechanism differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same superficial error class, but different underlying failure modes and code paths." + "reason": "Different zero3/BERT setup than the mask-shape mismatch issue." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape mismatch is unrelated to GPT-OSS tensor-parallel not working." + "reason": "Different symptoms and code paths." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different model/runtime issue from a training resume/trust-remote-code problem." + "reason": "Video StopIteration and training resume failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT index error is unrelated to resume-training with remote code." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Different symptoms and paths: masking error vs unpacking Qwen3.5 embeddings in TRL SFT." + "reason": "Different training-time issues with no shared concrete bug." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config missing pad_token_idx is unrelated to training resume behavior." + "reason": "Config field regression vs resume-training problem." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Processor 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 BERT zero-sized index on load." + "reason": "Different DeepSpeed-related failures and different model types." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds failure; the titles describe the same underlying loading/training bug." - }, - { - "left": "issue:43039", - "right": "issue:45161", - "accept": false, - "reason": "Different issues in different parts of the stack; Liger cross-entropy call is not the same as GPT-OSS TP failure." + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug, just reported with different BERT variants." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + "reason": "Both are tokenizer/model issues, but they target different model families and symptoms." }, { - "left": "issue:44292", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Different failures and models; NVFP4 runtime error is not a LoRA merge regression." + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel issue are not the same bug." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." + "reason": "Both mention ZeRO-3, but the model/setup and error differ." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete failures are different runtime errors." + "reason": "Different docs gaps: pipeline tasks vs run command." }, { - "left": "issue:45859", - "right": "issue:45902", + "left": "issue:43716", + "right": "issue:45560", "accept": false, - "reason": "Same Qwen3.5 MoE embedding area, but the triggers differ (CPU offload vs meta-to-empty materialization), so this is not clearly the same bug." + "reason": "Different model families and failure mechanisms." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "BERT ZeRO-3 loading error and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "Different runtime paths and different backend-specific failures." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different model/runtime bugs: Liger Kernel cross-entropy invocation vs autocast dtype mismatch." + "reason": "Both touch loss/type handling, but not the same concrete bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer signature change are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Model runtime failure vs docs cleanup; not the same bug or change." + "reason": "GPU runtime failure and documentation issue are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing error is unrelated to GenerationMixin import failure." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Different underlying failures: Liger kernel path vs tensor mask shape mismatch." + "reason": "Activation-checkpoint/FSDP mismatch is unrelated to import failure." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are DeepSpeed-related, but Gemma3 ZeRO-3 loading and BERT ZeRO-3 index errors are different bugs." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Different model/backend issues: Gemma3/vLLM attribute error vs Qwen3 auto device map cuda assert." + "reason": "Same broad ZeRO-3 area, but different concrete models and errors." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs issues referencing different removed API surface." + "reason": "Different removed API/docs references; not the same doc change." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD runtime failure is unrelated to table-question-answering crashes." + "reason": "Different model/backend failure vs task-level crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different processor/model failures with no shared concrete bug." + "reason": "Processor failure and device-mapping bug are not the same issue." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy and Qwen3-vl video stop-iteration are unrelated." + "reason": "Different subsystems: Liger kernel vs multimodal video processing." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples." + "reason": "Tokenizer detokenization bug and outdated examples are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID regression in v5; 45920 simply broadens the affected model list beyond Granite." + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to docs/example updates." + "reason": "Model-loading implementation bug and documentation issue are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading are different problems." + "reason": "Corrupted checkpoint and model implementation bug are different problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime error is unrelated to outdated RAG docs." + "reason": "GPU model runtime failure and docs cleanup are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted overlaps are well-supported by the titles and descriptions: the DeepSpeed ZeRO-3 BERT index errors (43596/43638) and the AutoTokenizer wrong-token-ID regression (45812/45920). The rest of the pairwise rejections are cautious and consistent with the packet." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicate pairs are supported by the issue titles and descriptions: 43596/43638 for the shared ZeRO-3 BERT index error, and 45812/45920 for the v5 AutoTokenizer wrong-token-ID regression. The broader representative choice of 45920 is also well supported by the packet." }, "evaluator_used": true, "retried": false, @@ -472,13 +448,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36010", "issue:39186", @@ -549,8 +525,8 @@ "issue:36010|issue:39290", "issue:45800|issue:45823", "issue:41093|issue:41762", - "issue:43572|issue:45070", "issue:43296|issue:43366", + "issue:43572|issue:45070", "issue:43541|issue:45161", "issue:44387|issue:45005", "issue:43828|issue:45464", @@ -570,20 +546,20 @@ "issue:43645|issue:45399", "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "0c9974d3f32ac16fb6d7cd08ef94fa643f3dc5220aded1163b773100684cc3ae", + "prepared_review_unit_hash": "53ee0d8b10b93163d7afd56be9d8d053346fb6a9f29e5971172f927252b29427", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39128, + "serialized_chars": 39127, "estimated_input_tokens": 9782, "estimated_eval_tokens": 19820 }, @@ -592,253 +568,256 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers regressions and model-specific failures rather than true duplicates. The best umbrella issue is the broad remote_code regression report, but I did not find any soft pair that looks like the same concrete bug.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45020 is the broadest and most central report here: it describes recent-version breakage for models using `remote_code`, which is the closest umbrella for several compatibility-style regressions in the set.", + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, dtype, zero3, and version-regression reports that only share generic error shapes. I found one plausible duplicate pair around SigLIP2 bad outputs, but the rest do not look like the same underlying bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43994 is the most concrete representative of the only plausible duplicate subcluster: it names the exact SigLIP2 checkpoint and describes the same bad-output regression more explicitly.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global representative because it captures a class of recent Transformers compatibility breakages affecting custom/model-loading paths, not just one model instance.", + "best_issue_reason": "issue:43994 is the clearest and most actionable issue in the cluster, with a specific model and reproducible symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention `sliding_window`, but they are different models with different failure modes; not the same concrete bug." + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE configuration issue; different model families and failure modes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unrelated model-loading problem vs checkpoint corruption; no shared bug path." + "reason": "Both are loading problems, but one is a GLM-4.7-Flash unit-test load failure and the other is a corrupted Ovis2 checkpoint; not the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Different tasks and model families; both are crashes, but not the same underlying issue." + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated models and code paths." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index-related errors under deepspeed, but one is a mask shape mismatch and the other is a zero3/Bert init failure." + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/Bert out-of-bounds error; too different to merge." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Generic Torch version incompatibility is not the same as the specific pydantic `PretrainedConfig` regression." + "reason": "A generic Torch compatibility complaint and a pydantic PretrainedConfig regression are distinct issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different root causes: zero3/Bert loading index error vs a torch/transformers version mismatch." + "reason": "Both involve version/deepspeed-style breakage, but one is a zero3/Bert index error and the other is a torch/transformers incompatibility report; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table QA crash are unrelated." + "reason": "DeepSeek tokenization/ detokenization bug and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Completely different issue classes: Whisper runtime failure vs config/model-schema regression." + "reason": "Whisper runtime failure versus a Config/pydantic regression; no shared underlying code path." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but one is a chat crash and the other is a streaming chat/completions failure; too little evidence of one code-path bug." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; too little evidence they are the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "`init_empty_weights` argument handling is unrelated to table-question-answering crashes." + "reason": "Qwen-3-8B-NVFP4 load/runtime failure is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different runtime errors; no shared bug." + "reason": "Gemma3 sliding-window attribute error and Gemma4 PLE device mismatch are different model versions and different failures." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure is unrelated to an MPS histogram-on-Int error." + "reason": "Qwen3.5 streaming inference and an MPS histogram-int error in MoE code are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "A tied-weights bug in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm failure and MPS histogram failure are unrelated." + "reason": "Both touch MoE-related code, but one is a grouped_mm tracing error and the other is an MPS histogram limitation; different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype-related in MoE contexts, but the model paths and failure mechanisms differ." + "reason": "Both are dtype-related MoE failures, but one occurs during torch dynamo tracing on Mixtral and the other under autocast on Phi-tiny-MoE; not clearly the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor load failure and template-node compilation failure are unrelated." + "reason": "Processor failure for Voxtral and a compile/template-node TypeError are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for `GenerationMixin` and a Gemma3 sliding-window attribute error are unrelated." + "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window attribute regression have no common underlying bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers version incompatibility is not the same bug as Gemma4 device-map mismatch." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are distinct regressions." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both involve zero3 index errors, but the specific shapes and loading paths differ enough to treat them as separate bugs." + "reason": "Both are index errors, but one is a mask-size mismatch and the other is a zero3/Gemma3 load failure; not the same concrete problem." }, { - "left": "issue:43572", - "right": "issue:45070", + "left": "issue:43296", + "right": "issue:43366", "accept": false, - "reason": "Both are config-related v5 regressions, but they concern different fields and different breakage modes." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different requests/issues." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:43572", + "right": "issue:45070", "accept": false, - "reason": "vLLM loading failure and GGUF architecture support are different problems." + "reason": "StableLmConfig pad_token_idx regression and a pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both are MoE-related, but one is grouped_mm tracing and the other is tensor-parallel-only GPT-OSS behavior." + "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel-only failure are different model/runtime problems." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization OOM and tied-weights regressions are different issues." + "reason": "Int4 quantization OOM and tied-weights translation-model behavior are separate issues." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to a streaming chat API failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming inference failure are not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init is a different path than the pydantic config-field regression." + "reason": "init_empty_weights TypeError and a pydantic PretrainedConfig regression differ in cause and scope." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen streaming inference are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "`remote_code` breakage is broader, but this pair does not point to the same specific bug as the torch/Transformers version incompatibility report." + "reason": "Both are broad version-regression reports, but they target different incompatibilities and code paths." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window handling and pydantic config regression are distinct." + "reason": "Qwen3-MoE sliding-window behavior and pydantic Config regression are unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage object are unrelated." + "reason": "Grouped_mm tracing failure and missing Float8 storage support are different runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors with zero3, but they occur in different contexts and likely different code paths." + "reason": "Both are zero3/index errors, but one is a mask mismatch and the other is a BertModel zero-size index failure; too different to treat as duplicates." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is about poorer embeddings and the other about nonsensical pipeline output; not enough to merge as one bug." + "accept": true, + "reason": "Both report SigLIP2 producing poor or nonsensical outputs, likely the same underlying regression in the model/processor path." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend setup issue is unrelated to torch version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend issue and a torch/transformers incompatibility are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Config unwrapping for composite Qwen models and uninitialized rotary-embedding memory are different bugs." + "reason": "One is about unwrapping text_config for composite Qwen configs; the other is an uninitialized-memory issue in Qwen3_5MoeTextRotaryEmbedding. Related model family, but not the same bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen embedding unpacking in TRL are unrelated." + "reason": "FSDP weight-shape RuntimeError and TRL embedding unpacking failure are different training failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral3 image-preprocessor dtype mismatch and Qwen3.5 embedding handling are different failures." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 TRL embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression on GPT-OSS and GLM5 are unrelated." + "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save/load; not clearly the same bug." + "reason": "Both involve custom-module loading, but one is a cache-path collision for local leaf directory names and the other is loading the wrong custom module after save/load; related area, different concrete problem." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom models in notebooks and flash-attn fallback gating are unrelated." + "reason": "Jupyter custom-model initialization regression and flash-attn fallback selection are distinct issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they target different model classes and APIs; not enough to treat as one concrete bug." + "reason": "Mistral3 tied-weights bug and translation-model tied-weight issues are both about weights, but the model families and failure modes differ too much." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The one accepted SigLIP2 pair is plausibly related, and the rest are appropriately rejected as too different in model family, failure mode, or code path. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -847,13 +826,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36331", "issue:38175", @@ -918,10 +897,10 @@ "issue:43644|issue:43950", "issue:39692|issue:43054", "issue:43828|issue:44928", - "issue:41628|issue:45800", "issue:36331|issue:41762", - "issue:43872|issue:44589", + "issue:41628|issue:45800", "issue:43950|issue:45902", + "issue:43872|issue:44589", "issue:43866|issue:44403", "issue:43054|issue:45701", "issue:41553|issue:43883", @@ -940,20 +919,20 @@ "issue:43881|issue:43883", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "ad5fe355f962ae403aa08d6e61eb3f300e8d32782e5671b79981a29f12c07c01", + "prepared_review_unit_hash": "e39ff67ea0e70153491c7ec7cde6c1cf5e52e28fc923a73e7ecce3136d4868c7", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37510, + "serialized_chars": 37512, "estimated_input_tokens": 9378, "estimated_eval_tokens": 19012 }, @@ -962,222 +941,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate subcluster is the Transformers v5 non-persistent-buffer corruption regression; the rest are separate loading/quantization/model-specific bugs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43950 is the best representative of the one clear duplicate family here: it states the non-persistent-buffer corruption regression directly and broadly enough to cover the closely related reports.", + "summary": "Most items are unrelated model-loading, quantization, or docs issues. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer regression: 43644, 43950, and 44534 all describe the same underlying bug; 43950 is the best canonical representative.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the strongest canonical: it states the regression clearly, names the affected API (`from_pretrained()`), and describes the non-persistent buffer corruption in a broadly reusable way.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest overall issue candidate because it is the clearest, most general description of the recurring buffer-corruption bug. That said, the wider cluster is not a single coherent duplicate set.", + "best_issue_reason": "issue:43950 best captures the shared bug with the clearest, most actionable description and the broadest scope among the duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failure modes: FP8 config failure on Qwen3Moe vs flash-attn fallback gating when fa2 is absent." + "reason": "Different problems: one is a FineGrainedFP8Config failure on Qwen3Moe; the other is fallback logic being blocked for flash-attn2." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Both involve model/runtime behavior in v5, but one is a Qwen3.5 cache crash and the other is a translation-model tied-weights issue; not the same bug." + "reason": "Different failures: Qwen3.5 cache group-type crash vs tied-weights handling in translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is too broad; these report different concrete problems and code paths." + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights handling are unrelated failures." + "reason": "Model checkpoint loading failure for NemotronH is not the same bug as tied-weights handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to a documentation typo about the removed run command." + "reason": "DSA indexer/ReLU discussion is unrelated to the docs removal of the transformers run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and subsystems: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method calls." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoE invalid-method calls are different code paths." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "One is a cache-strategy typo, the other is stale docs about a removed command; not the same underlying issue." + "reason": "A cache-strategy typo is not the same issue as stale docs about a removed CLI command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific inference/tokenization failures with no shared code-path evident." + "reason": "Different model-specific inference issues: detokenization bug vs Qwen-3-8B-NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + "reason": "No shared underlying bug; these affect different models and failure modes." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: non-persistent buffers getting corrupted/junk-filled during loading in Transformers v5." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "These describe the same non-persistent-buffer junk/corruption regression in Transformers 5.x." - }, - { - "left": "issue:39692", - "right": "issue:43054", - "accept": false, - "reason": "Both concern SigLIP2, but one is a broken docs example and the other is degraded text embeddings; not the same bug." + "reason": "Both report the same Transformers v5 regression where non-persistent buffers get corrupted/junk values during loading." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different problems: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 embedding unpacking in TRL SFT." + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`; the other is broader model-loading breakage in recent versions." }, { - "left": "issue:41628", - "right": "issue:45800", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Import failure for AutoImageProcessor and torch/transformers version incompatibility are separate issues." + "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." }, { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "Training custom loss API mismatch is unrelated to Gemma3 loading under ZeRO-3." + "reason": "Noise during loading is not the same bug as failure to load a specific model checkpoint." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "bitsandbytes constructor incompatibility and missing Float8 storage type are different failures." + "reason": "SigLIP2 embedding quality and tokenization changes are related only at a very broad level, not the same underlying bug." }, { - "left": "issue:43950", - "right": "issue:45902", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "The latter is about Qwen3_5Moe rotary embedding uninitialized memory after meta->to_empty, not the same as generic non-persistent-buffer corruption." + "reason": "A generic model-loading failure is not the same as a missing `all_tied_weights_keys` attribute on a different model class." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Checkpoint corruption for Ovis2 and generic loader noise are not the same underlying bug." + "reason": "Both mention Qwen3.5 rotary/position handling, but one is a Flash Attention crash from misread `position_ids`; the other is CPU-offload incompatibility." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "SigLIP2 embedding quality vs tokenization changes are not the same defect." + "reason": "Gemma4 FSDP2 shared-kv-state rebuilding and Qwen3_5Moe buffer materialization are different bugs." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys for Molmo are unrelated." + "reason": "AutoTokenizer/Voxtral error messaging and Molmo tied-weights attribute absence are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and degraded SigLIP2 text embeddings are different model behaviors." + "reason": "Unexpected zero probabilities and worse SigLIP2 text embeddings are not the same defect." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention illegal access from 3D position_ids is unrelated to CPU offload incompatibility in Qwen3_5Moe rotary embeddings." + "reason": "The failures differ in mechanism and symptom; shared model family alone is not enough." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe rotary embedding memory initialization are unrelated." + "reason": "Different models and different failure mechanisms; not a duplicate." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with different root causes." + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to GLM-4V loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness with LoRA and int4 reserved-memory/OOM regression are not the same bug." + "reason": "Gradient checkpointing/LoRA effectiveness is a different issue from int4 quantization increasing reserved CUDA memory." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Different SigLIP2 concerns: embedding quality versus HF/JAX implementation discrepancy." + "reason": "Both are about SigLIP2, but one is a performance complaint and the other is an implementation discrepancy versus JAX." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loader noise and a specific model load failure are not the same underlying issue." + "reason": "Generic loading noise and inability to load a specific model are distinct issues." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Incorrect detokenization in v5 and AMD GPU model failure are unrelated." + "reason": "Detokenization bug and AMD GPU support failure are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is too specific to merge with the broader remote_code breakage report." + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is not the same as broader remote-code breakage in recent transformers versions." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same as a specific model load failure." + "reason": "Same broad loading area, but different models and no evidence of a shared bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training-memory issues." + "reason": "LoRA/gradient-checkpointing behavior is unrelated to Qwen3 MoE memory inefficiency." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Two separate loading errors with different symptoms and likely different code paths." + "reason": "Different model families and error types; not the same underlying defect." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." + "reason": "Qwen3VL weight-only loading error and generic GLM5 issue are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both concern buffer initialization regressions, but 45902 is a model-specific meta-to-empty materialization bug and not clearly the same duplicate as the broader from_pretrained buffer-corruption issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous while identifying the non-persistent-buffer corruption issues as the only clear duplicate family. The accepted soft-edge pairs are well supported by the issue titles and wording, and the rejected pairs avoid over-merging distinct bugs." + "feedback": "Grounded overall. The only clear duplicate cluster is the non-persistent buffer regression around 43644/43950/44534, and choosing 43950 as canonical is well supported by the packet. The other soft-edge rejections are suitably conservative and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -1190,13 +1163,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:24643", "issue:30064", @@ -1251,15 +1224,15 @@ "issue:45685|issue:45823", "issue:43824|issue:43872", "issue:44991|issue:45399", - "issue:45020|issue:45823", "issue:42491|issue:44368", + "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:45020|issue:45356", "issue:43742|issue:45399", - "issue:43827|issue:44509", "issue:43404|issue:43950", + "issue:43827|issue:44509", "issue:43638|issue:45823", "issue:42915|issue:45020", "issue:43792|issue:44220", @@ -1267,11 +1240,11 @@ "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:41553|issue:44991", - "issue:43940|issue:45313", "issue:36331|issue:41093", - "issue:43854|issue:44863", "issue:43257|issue:45305", + "issue:43940|issue:45313", "issue:42947|issue:45923", + "issue:43854|issue:44863", "issue:44928|issue:45588", "issue:43872|issue:45538", "issue:41093|issue:44805", @@ -1279,211 +1252,211 @@ "issue:44479|issue:44560", "issue:44530|issue:44863", "issue:24643|issue:30064", - "issue:43366|issue:43828", - "issue:45325|issue:45902" + "issue:45325|issue:45902", + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "58b4d1f2ad7e2e4078b8d393052617350d4a72674f8154e6933c5ff9e3bb0d1e", + "prepared_review_unit_hash": "b4152ad354a5a2b499f2811c304cc60ca67676ab1e9b975a06006e97eb7157f5", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38073, - "estimated_input_tokens": 9519, - "estimated_eval_tokens": 19294 + "serialized_chars": 38071, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated runtime regressions; only a few soft pairs look like true duplicates, concentrated around shared error paths in docs, audio feature extraction, kwarg propagation, mask-shape mismatches, and Qwen video regressions.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 44291 is the clearest, most root-cause-focused report of the `_is_hf_initialized` regression and subsumes the closely related bitsandbytes/init-empty-weights failure mode.", + "summary": "Mostly a heterogeneous cluster with a few clear duplicate pairs. The strongest true matches are the docs pipeline-removal reports, the `_is_hf_initialized` loading error, the mask shape mismatch, and the Qwen3 VL video regression; most other soft links are only broad subsystem similarity.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated bugs. If one issue must anchor the true duplicate set, issue 43872 is the best candidate: it is a concrete, well-scoped bug and has a near-exact later duplicate in 44291.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative of the cluster: it names a concrete, reproducible framework regression with a specific cause and version boundary, making it the most actionable canonical issue.", + "best_issue_reason": "Issue 43872 is the strongest overall issue candidate because it names a specific failure mode, has a very close duplicate with the same `_is_hf_initialized` symptom, and is more concrete than the broader/looser matches elsewhere in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failure modes: MPS int-histogram limitation vs a PLE device-mismatch forward bug." + "reason": "Both concern MOE/device behavior, but one is an MPS histogram error and the other is a device-mismatch forward bug; different symptoms and likely different fixes." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Both are load/runtime errors, but one is a Qwen2.5-VL import problem and the other is a bitsandbytes kwarg incompatibility." + "reason": "One is an import error for Qwen2.5-VL, the other is a bitsandbytes/_is_hf_initialized constructor incompatibility; not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model versus flash-attn fallback gating; only broad version-regression theme overlaps." + "reason": "Tokenizer loading failure vs flash-attention fallback gating; unrelated concrete problems." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Remote-code compatibility regression is too broad to match a specific device-map forward mismatch." + "reason": "Both mention Qwen3 LoRA warnings/issues, but one is a hf4.x/hf5.x weight-compatibility problem and the other is a tie_word_embeddings warning; not the same issue." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:45020", + "right": "issue:45823", "accept": false, - "reason": "Both mention Qwen/LoRA warnings, but one is a version-compatibility failure and the other is a config warning about tied embeddings." + "reason": "Remote-code regressions are broader than this specific Gemma4 PLE device-map mismatch; no shared concrete code-path shown." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Generic model-addition/tokenizer-mapping bug is not the same concrete problem as remote_code breakage." + "reason": "Tokenizer-mapping edge case vs general remote_code breakage; too broad and not the same failure." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Dtype mismatch under autocast is unrelated to the Gemma4 PLE device-placement bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different runtime failure from a Gemma4 device placement bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex crash and flash-attn fallback gating are different code paths." + "reason": "Tokenizer regex crash vs flash-attn fallback gating; completely different subsystems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code regressions are too broad; Kimi-K2.5 tokenizer codec handling is a separate tokenizer-specific bug." + "reason": "General remote_code regressions and a Kimi-K2.5 tokenizer codec regression are not the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM load key error is unrelated to flash-attn fallback checks." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs regression: both report stale pipeline-task references removed in v5." + "reason": "MobileLLM loading key error and flash-attn fallback checks are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head warning and non-persistent buffer corruption are different model-state issues." + "reason": "Untied lm_head weights in Mistral3 and silent non-persistent buffer corruption are different model-loading bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup problem: removed v5 pipeline tasks are still referenced in documentation." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 zero-size index error is unrelated to Gemma4 PLE device mismatch." + "reason": "ZeRO-3 index-out-of-bounds in a non-pretrained Bert setup is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Specific Qwen3-MoE hf4.x/hf5.x incompatibility is not the same as generic remote_code breakage." + "reason": "A Qwen3 MOE weight-conversion issue under accelerate+deepspeed is not the same as a broad remote_code regression." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction path causing Whisper to fail." + "accept": false, + "reason": "Whisper failing to run may involve audio feature extraction, but the titles do not identify the same concrete bug." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed does not match a corrupted Ovis2 checkpoint report." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are distinct problems." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` argument regression, just surfaced through different load/init paths." + "reason": "These describe the same `_is_hf_initialized` incompatibility when constructing/loading quantized or empty-initialized params." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different bugs: Qwen3-MoE cross-version compatibility versus the `_is_hf_initialized` kwarg issue." + "reason": "Both involve loading/model-init regressions, but one is Qwen3 MOE weight conversion and the other is bitsandbytes init-arg incompatibility." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad Voxtral tokenizer error message is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but the model variants and missing-parameter patterns are different enough to avoid merging." + "reason": "Different tokenizer-loading failures for different models; no shared concrete root cause." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated training/runtime failures." + "reason": "Unexpected trainer kwargs and mask/tensor shape mismatch are unrelated failures." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "GLM-4.7 test-loading failure and NemotronH checkpoint-loading failure are separate model-specific bugs." + "reason": "Weight conversion under deepspeed is not the same as incorrect gradient averaging with GAS and loss kwargs." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "DeepSpeed is shared, but weight-conversion failure and gradient-averaging bug are different code paths." + "reason": "Both are Qwen ZeRO-3 weight-loading issues, but the model variants and reported failures differ enough that they are not clearly the same bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is not the same bug as a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Gradient checkpointing effectiveness and a missing supports_gradient_checkpointing flag are related but not the same concrete issue." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; too little evidence of a single underlying bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "NaN gradient explosion in RLHF is unrelated to flash-attention crash on sink-less models." + "reason": "RLHF NaNs from 3D position_ids/SDPA fallback and a flash_attention s_aux crash are separate runtime issues." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "The `model_max_length` CLIPTokenizer issue is unrelated to the `_is_hf_initialized` regression." + "reason": "The CLIPTokenizer max-length issue is unrelated to the `_is_hf_initialized` loading incompatibility." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are the same mask/tensor shape mismatch error, with only the report details differing." + "reason": "These are the same mask/index shape-mismatch error pattern, with the later issue restating the same failure." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral tokenizer error-message quality and sleng-bert loading failure are different tokenizer issues." + "reason": "Both are tokenizer/loading complaints, but they concern different models and do not show the same root cause." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both describe the same 5.3.0 video-input regression across Qwen VL-family models." + "reason": "Both are Qwen VL video-input regressions in v5.3.0, and the StopIteration report looks like a concrete instance of the broader video bug." }, { "left": "issue:44530", @@ -1491,17 +1464,29 @@ "accept": false, "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor void-segmentation failure; different code paths and bugs." + }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Still-image rope scaling bug and uninitialized `inv_freq` after `to_empty(cuda)` are separate rotary-embedding regressions." + "reason": "Qwen2.5-VL rope scaling bug and Qwen3.5-MOE uninitialized-memory bug are different model internals." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and an autocast dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the cluster being mostly unrelated runtime regressions. The accepted soft pairs are also reasonably supported by the titles/body metadata, especially the docs, mask-shape, _is_hf_initialized, and Qwen video-regression matches." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft matches are well supported by the issue titles/bodies, especially 43872\u219444291, 41093\u219444805, and 43827\u219444509. The rejected links are generally cautious and do not overclaim shared root cause. The overall characterization of a heterogeneous cluster with a few clear duplicate pairs is consistent with the evidence." }, "evaluator_used": true, "retried": false, @@ -1514,13 +1499,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36010", "issue:38175", @@ -1572,15 +1557,15 @@ ], "soft_pairs": [ "issue:45663|issue:45823", - "issue:43366|issue:43531", "issue:44155|issue:45584", + "issue:43366|issue:43531", "issue:43950|issue:45834", - "issue:44560|issue:45685", "issue:43824|issue:43957", + "issue:44560|issue:45685", "issue:43550|issue:44910", "issue:42915|issue:43957", - "issue:43366|issue:44589", "issue:43645|issue:43646", + "issue:43366|issue:44589", "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:36010|issue:42915", @@ -1604,20 +1589,20 @@ "issue:42491|issue:45276", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "c50670ff3f2b4fa7f3aeb05f25bcbd1f57a7215ba757cf783875489d9e8724ca", + "prepared_review_unit_hash": "7d4dd8aab128e01c51a838e404d35c523e9f5cd9d4a3a388d7c237083538de9c", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36625, + "serialized_chars": 36626, "estimated_input_tokens": 9157, "estimated_eval_tokens": 18570 }, @@ -1626,198 +1611,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, but a few true duplicate pockets stand out. The strongest canonical thread is the Transformers v5 non-persistent-buffer regression, with a near-verbatim follow-up and a couple of adjacent custom-init reports; a few other pairs are only loosely similar and should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 43644 is the cleanest representative of the main duplicate pocket: it states a specific Transformers 5.0.0 regression about non-persistent buffers, and 44534 is a near-verbatim later report of the same bug.", + "summary": "This set is not one tight duplicate cluster; it contains several separate bug themes. The only strong duplicate-like pairs are the custom model initialization regressions, the non-persistent buffer regression, the SigLIP2 output regression, and the two \"cannot load BERT checkpoint\" reports. Most other soft edges are broader same-subreddit similarities but not the same underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the strongest duplicate-style theme here: Transformers 5.0.0 breaking custom model initialization. It is more general than the notebook-specific variant and best serves as the anchor for that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best standalone issue to keep as the canonical bug report because it is concrete, narrowly scoped, and has the clearest duplicate signal among the candidates.", + "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the core regression in a concise, general form and aligns with the clearest issue-level duplicate pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 failures: FSDP2 shared_kv_states KeyError vs device_map=\"auto\" PLE device mismatch." + "reason": "Same family (Gemma4) but different failures: an FSDP2 shared_kv_states KeyError vs a device_map=\"auto\" device mismatch in forward." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Unrelated problems: gpt-oss GGUF support vs Qwen3-MoE sliding_window behavior." + "reason": "Different models and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Different model paths and symptoms: AudioFlamingo3 batched leakage vs Whisper empty-transcription generation." + "reason": "Unrelated changes: GGUF/gpt-oss support vs a sliding_window bug in Qwen3-MoE." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are different bugs." + "reason": "Both are load/runtime regressions, but one is non-persistent buffer corruption and the other is a Kosmos2.5 long-OCR index error." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram_int limitation are unrelated." + "reason": "Different root causes: missing Qwen2_5_VL import symbol vs model loading on torch.device(\"meta\")." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "ImportError for a missing class and meta-device loading regressions are distinct code paths." + "reason": "Different subsystems: Qwen3-vl video embedding StopIteration vs an MPS histogram error in moe." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile failures on different models; not the same concrete bug." + "reason": "Both are attention/compile-related, but they affect different models and bugs: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention 3D position_ids handling." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is separate from generic torch.device(\"meta\") loading issues." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated loading problems." + "reason": "Same project area but not the same bug: Qwen3-MoE FineGrainedFP8Config failure vs meta-device model loading breakage." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers v5 custom-model initialization regression; the notebook detail in 43645 is incidental." + "reason": "Same underlying regression: Transformers 5.0.0 breaking custom model initialization, with one report being notebook-specific and the other generic." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: GGUF/gpt-oss support vs missing Float8 storage type during load." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL failures with different triggers and stacks." + "reason": "Different Qwen3.5 problems: video embedding StopIteration vs SFT trainer input-embedding unpacking failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is not the same bug as gpt-oss GGUF support." + "reason": "No shared bug: 3d_parallel.py execution failure vs GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3MoE FP8 issues are unrelated." + "reason": "Unrelated issues: GenerationMixin import breakage vs Qwen3-MoE FineGrainedFP8Config failure." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping registration bug and Gemma4 device mismatch are different problems." + "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-VL video StopIteration is not the same as a generic mask shape mismatch." + "reason": "Different errors and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression does not match the Kosmos2.5 long-input index error." + "reason": "Both involve model setup, but one is the _is_hf_initialized flag regression and the other is a Kosmos2.5 OCR index error." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both concern broken SigLIP2-base-patch16-224 inference producing nonsensical/zero outputs through the same model/processor path." + "reason": "Same underlying SigLIP2 inference regression: zero probabilities / nonsensical outputs from the same model family and likely the same loading or processor mismatch." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 Bert initialization and tokenizer-mapping registration are not the same underlying issue." + "reason": "Different bugs: DeepSpeed ZeRO-3 index error on non-pretrained Bert vs tokenizer-mapping-related add-new-model-like failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Bert Zero3 index error is a different failure mode from the tokenizer mapping bug." + "reason": "Different failures: Bert/Zero3 index error vs add-new-model-like behavior with TOKENIZER_MAPPING_NAMES." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping validation and mask/tensor shape mismatch are unrelated." + "reason": "No common underlying bug: tokenizer-model registration issue vs generic mask shape IndexError." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config blocking granite_speech and glm4v config validation are separate issues." + "reason": "Different config-validation problems affecting different models (granite_speech vs tiny-random glm4v)." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "dequantized model offload failure and mmap/OOM avoidance on Strix Halo are not the same bug." + "reason": "Different symptoms and likely different fixes: gpu+cpu offload dequantized loading vs disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are near-verbatim reports of the same Transformers v5 non-persistent-buffer junk regression." + "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk; the titles are two phrasings of the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but 39692 is a docs/example problem with additional quantization issues, not clearly the same concrete bug as 38175." + "reason": "Same model family, but not the same bug: zero probabilities at inference vs documentation example errors and quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA cross-version compatibility for qwen3_moe and BitNet packed-weight loading are different code paths." + "reason": "Different regressions: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x vs BitNet AutoBitLinear packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "cudaErrorAssert on A800 with auto device mapping is unrelated to FineGrainedFP8Config failure." + "reason": "Both are Qwen3-related runtime failures, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure in Qwen3-MoE." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different model-specific bugs." + "reason": "Different model families and bugs: GLM5 vs Qwen3.5 Flash Attention generation failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model weight loading and save_pretrained visual-key corruption are separate issues." + "reason": "Same model family but different issues: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:44451", "right": "issue:44488", "accept": true, - "reason": "Both report the same current-version regression loading specific BERT checkpoints, likely the same model-loading breakage." + "reason": "Both report the same loading regression for specific BERT checkpoints in the current/latest version, likely the same underlying model-loading incompatibility." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "qwen3_moe LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Unrelated problems: Qwen3-MoE LoRA compatibility vs Gemma4 resize_token_embeddings not updating tied outputs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different trainer/optimizer bugs: resume_from_checkpoint max_steps miscalculation vs SGD args being ignored." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical 43644/44534 duplicate pocket is well grounded, and the other accepted pairs are phrased cautiously enough to stay within the packet evidence. The rejected pairs also look appropriately conservative. No obvious overstatement stands out." + "feedback": "The summary is grounded in the packet and stays mostly conservative in the soft-edge calls. The accepted pairs are all plausibly same-bug matches from the titles alone, and the rejected pairs are generally supported by differing models or root causes. I didn\u2019t see an overstatement severe enough to reject." }, "evaluator_used": true, "retried": false, @@ -1830,13 +1821,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36010", "issue:39404", @@ -1892,8 +1883,8 @@ "issue:43257|issue:43854", "issue:45488|issue:45812", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:42491|issue:43931", "issue:45362|issue:45406", @@ -1902,37 +1893,37 @@ "issue:42491|issue:45292", "issue:44910|issue:45588", "issue:44164|issue:44291", - "issue:36010|issue:39404", "issue:45276|issue:45335", + "issue:36010|issue:39404", "issue:43404|issue:43454", - "issue:43425|issue:43957", "issue:41720|issue:44155", + "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:43873|issue:44387", - "issue:44291|issue:44756", "issue:45663|issue:45759", + "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:43335|issue:45663", "issue:44292|issue:44912", + "issue:43335|issue:45663", "issue:44387|issue:44756", "issue:43957|issue:44756", "issue:43854|issue:45216", "issue:45276|issue:45292", "issue:42947|issue:43381", - "issue:43381|issue:44928", - "issue:44164|issue:44756" + "issue:44164|issue:44756", + "issue:43381|issue:44928" ], - "prepared_review_unit_hash": "84bf4590b2367a88d6d0a96b6b051b222e0300a2072204da53864b5ce195b28a", + "prepared_review_unit_hash": "c60da88ab098a8817a69355d540b6920ac65be97eb1e309b0f5f047a972a08a2", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, @@ -1947,237 +1938,237 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. The only credible duplicate subcluster is around `resize_token_embeddings` not updating model-specific output embeddings, where one issue is the broader generic report and the other is a Gemma4-specific manifestation.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 45292 is the best anchor because it is the broad, model-agnostic version of the only apparent duplicate family (`resize_token_embeddings` not affecting `output_embeddings`).", + "summary": "Mostly heterogeneous. The only clear duplicate family is the resize_token_embeddings propagation bug spanning a generic report and closely related model-specific variants; the remaining pairs are broad similarity matches that should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45276 is the best anchor for the resize_token_embeddings family because it states the concrete failure mode (`embed_tokens_per_layer` / `output_embeddings` not updating), while 45292 is the generic symptom report and 45335 is a related model-variant report of the same behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the strongest representative overall: it is the most general and concise description of the shared `resize_token_embeddings`/`output_embeddings` regression, while the nearby issues are narrower model-specific variants.", + "best_issue_reason": "Issue 45276 is the clearest issue in the set because it gives the most specific, model-grounded description of the only real duplicate family in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different bugs: GLM-4.7 unit-test load failure vs Qwen3-VL weight-shape mismatch." + "reason": "Both are loading regressions, but they involve different models and different concrete failures: GLM-4.7 test loading versus Qwen3-VL shape mismatch." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures with unrelated root causes (Qwen3 MoE conversion vs GLM-4.7 test load)." + "reason": "Different problems: Qwen3 MoE load/offload behavior versus GLM-4.7 model loading in tests." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they target different model families and different failure modes (`LlamaTokenizer` pre-tokenizer override vs Granite token IDs)." + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families; not the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-load problems for different models; no clear shared code path." + "reason": "Similar loading symptom, but different models and no evidence of a shared tokenizer/config code path." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom-model initialization in Jupyter; unrelated." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is incorrect outputs in AutoModel/pipeline; different failure modes." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Same model family (SigLIP2) but different reported issues: docs/example errors and quantization failure vs nonsensical inference results." + "reason": "Both are Transformers 5.0 regressions, but one is about non-persistent buffers and the other is notebook/custom-model initialization." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different problems: Qwen3 MoE training memory efficiency vs quantization/offloading behavior." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is offloading/quantization behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Unrelated issues: LoRA compatibility across HF versions vs Qwen3-VL load-time shape mismatch." + "reason": "Qwen3 LoRA compatibility across versions and a Qwen3-VL weight-shape load error are different bugs." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model/runtime crashes: Qwen3.5 chat failure vs Gemma4Processor missing `_tokenizer` in serve." + "reason": "Different entrypoints and failures: Qwen3.5 chat crashes versus Gemma4Processor missing `_tokenizer` in serve." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory/OOM; not the same bug." + "reason": "Both involve memory, but one is training-memory efficiency and the other is increased reserved memory under int4 quantization." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and failure modes; GLM5 vs sinq save/load corruption." + "reason": "GLM5 is a broad model-specific issue, while the other is a save/load corruption report for quantized models; not the same bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different root causes; Qwen3 MoE HF4.x/HF5.x incompatibility is not the same as a generic `resize_token_embeddings` regression." + "reason": "No overlap beyond versioned regressions: Qwen3 MoE LoRA compatibility versus generic resize_token_embeddings propagation." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve attention code, but one is Qwen3.5 flash-attn illegal memory access from 3D `position_ids`, the other is `s_aux=None` handling in sink-less models." + "reason": "Both touch flash attention, but the concrete failures differ: 3D position_ids misinterpretation versus an s_aux=None attribute crash." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are loading/saving internals, but one is `extra_state` serialization and the other is `init_empty_weights` argument compatibility." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "Completely different issues: import path breakage vs Whisper pipeline `return_language` regression." + "reason": "Saving/loading extra_state and the unexpected _is_hf_initialized argument in init_empty_weights are separate code paths." }, { "left": "issue:45276", "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not propagating correctly to tied output/decoder embeddings across related model variants." + }, + { + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Similar API symptom, but different model families and target embeddings (`Gemma4` output/embed tokens vs `t5gemma` decoder embed tokens); not clearly the same bug." + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated failures." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying issues, but they affect different model classes and are not clearly the same concrete code-path problem." + "reason": "Both are weight-tying bugs, but they affect different models and are not clearly the same code-path problem." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Unrelated compatibility/loading bugs: Torch 2.10 vs meta-device loading regressions." + "reason": "Different runtime failures: Qwen3 auto device-map CUDA assert versus AudioFlamingo3 batched token/embedding leakage." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Different subsystems and failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference leakage." + "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and different problems; SigLIP2 docs/example issues are not the same as GLM5 model loading." + "reason": "Different model families and different bug classes; no shared duplicate evidence." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are token/vocab-related model-loading issues, but they concern different models and different underlying tokenizer problems." + "reason": "A tokenizer vocab mismatch and a model loading failure are different problems on different models." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different bugs: PEFT LoRA gradient checkpointing vs T5 accidentally using apex RMSNorm." + "reason": "Gradient checkpointing/PEFT behavior and an Apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but one is offloading not working and the other is increased CUDA reserved memory under int4; separate issues." + "reason": "Both are memory-related, but one is offloading/quantization semantics and the other is reserved-memory growth under int4 quantization." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Different concerns: `init_empty_weights` type error vs Strix Halo mmap/OOM." + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen composite config unwrapping are different model-specific bugs." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Different model architecture bugs: Gemma4 FSDP2 `shared_kv_states` vs Qwen 3.5/3.6 `text_config` unwrap behavior." + "reason": "Unexpected init_empty_weights arguments and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different code paths: Gemma4 FSDP2 attention state vs Qwen3_5 MoE rotary embedding CPU offload." + "reason": "Gemma4 attention-state rebuilding and Qwen3.5 MoE rotary offload incompatibility are separate failures." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "No shared underlying bug; AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch." + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are different bugs." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different model families and failures; SwitchTransformers sparse-layer creation is unrelated to Gemma4 FSDP2 key errors." + "reason": "Different quantization/load problems on different models; no shared concrete bug." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both involve quantization, but one is a Qwen-3 NVFP4 runtime error and the other is MXFP4 load fallback; not the same issue." + "reason": "Sparse-layer construction in SwitchTransformers and Gemma4 attention-state rebuilding are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is int4 reserved-memory/OOM and the other is mmap on Strix Halo; unrelated." + "reason": "Int4 quantization OOM and Strix Halo mmap OOM avoidance are not the same underlying issue." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different bugs: meta-device loading regressions vs Strix Halo mmap/OOM." + "reason": "Meta-device loading regressions and mmap-induced OOM are different bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different load/save bugs on different models: GLM-4.7 unit-test loading vs Qwen3.5 checkpoint save regression." + "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regression points." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression: both report output embeddings not being updated, with 45276 adding a Gemma4-specific manifestation." + "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic symptom report and 45276 is the model-specific instance." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing language, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode limitation." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Different checkpointing/SDPA problems; eval-mode checkpointing is unrelated to Qwen3.5 3D `position_ids` NaN behavior." + "reason": "Save/load extra_state handling and mmap OOM on Strix Halo are unrelated." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Serialization `extra_state` handling is unrelated to mmap/OOM on Strix Halo." + "reason": "Eval-mode gradient checkpointing limitations and Qwen3.5 SDPA/math fallback NaNs are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: most issues are clearly unrelated by model/failure mode, and the one accepted duplicate pair (45276/45292) is a conservative, defensible match. The soft-edge rejections are generally cautious rather than overstated. One minor omission is that 45335 also looks adjacent to the same resize_token_embeddings family, but that does not materially undermine the overall assessment." + "accept": false, + "feedback": "The main duplicate-family conclusion is plausible, but parts of the rationale are not fully grounded in the packet. In particular, the claim that issue 45276 has the \"strongest duplicate links\" is unsupported here because the packet shows no explicit duplicate links for these issues, only similarity signals and inbound references. The soft-edge decisions themselves are mostly conservative, but the summary/reasoning should avoid asserting link evidence that is not present in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2187,15 +2178,14 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ - "issue:32090", "issue:36032", "issue:39404", "issue:43257", @@ -2209,6 +2199,7 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -2250,8 +2241,8 @@ "issue:45588|issue:45663", "issue:43646|issue:43708", "issue:43645|issue:44164", - "issue:43828|issue:43957", "issue:45292|issue:45335", + "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43425|issue:43828", "issue:43257|issue:44863", @@ -2259,8 +2250,8 @@ "issue:44589|issue:44756", "issue:39404|issue:45701", "issue:43425|issue:45823", - "issue:43425|issue:43716", "issue:43611|issue:43645", + "issue:43425|issue:43716", "issue:44530|issue:45084", "issue:43906|issue:44530", "issue:39404|issue:44912", @@ -2269,241 +2260,241 @@ "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:43425|issue:44918", - "issue:44589|issue:45084", "issue:43299|issue:43931", + "issue:44589|issue:45084", "issue:43596|issue:44683", - "issue:39404|issue:44671", "issue:44164|issue:45759", "issue:36032|issue:43452", + "issue:39404|issue:44671", "issue:44671|issue:44991", - "issue:32090|issue:39404" + "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "6c8dabfe29e2b70254f899c5f1167e8a9f026d7bdf91ee577ce66076b3ad40d0", + "prepared_review_unit_hash": "602ff621902f2f5fe0ca033c45e2055532c05a6aa241d4563b76e3a97867ec53", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37406, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "serialized_chars": 37359, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly contains distinct Transformers regressions across model loading, tokenization, attention backends, and training/runtime edge cases. One clear duplicate-like pair appears around `resize_token_embeddings` not propagating to output embeddings.", - "confidence": 0.62, - "canonical_issue_reason": "`issue:43611` is the best broad representative: it describes a general Transformers 5.0 model-loading regression, which matches the dominant theme of the cluster better than the narrower model-specific reports.", + "summary": "This cluster is mostly a loose collection of Transformers 5.x regression reports, not a tight duplicate set. The only clear duplicate-like pairs are the two `resize_token_embeddings` bugs and the two Qwen3-VL MoE loading failures.", + "confidence": 0.31, + "canonical_issue_reason": "`issue:43646` is the broadest umbrella-style report in the set: a generic Transformers 5.0 custom-model initialization breakage, without being tied to one narrow model or environment.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43611` is the most suitable anchor issue because it is broad, clearly regression-oriented, and centrally aligned with the repeated v5 loading breakages in this set.", + "best_issue_reason": "`issue:43646` is the best single representative of the cluster because it is the most general and reusable issue title among mostly unrelated regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is about read-only permissions during `save_pretrained` and the other is about `from_pretrained` selecting the wrong custom module. Different bugs." + "reason": "Different custom-model save/load failures: permissions propagation vs wrong module resolution after save." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different models and failures: Qwen VL video-input regression vs strict config blocking `granite_speech` loading." + "reason": "Unrelated regressions in different model families and config paths." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "`s_aux=None` crash in flash attention for sink-less models is unrelated to Gemma4 FSDP2 `shared_kv_states` rebuilding." + "reason": "Flash-attention `s_aux=None` crash vs Gemma FSDP shared-state bug; different code paths." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and `resume_from_checkpoint` max-step miscalculation are separate code paths." + "reason": "Custom model init regression vs Trainer `max_steps` resume math; unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom model initialization and `extra_state` save/load handling are different issues." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and meta-device loading breakage are different runtime problems." + "reason": "Notebook custom model init issue vs `extra_state` save/load handling; different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` fails to update output embeddings; `t5gemma` is just a specific manifestation affecting `decoder.embed_tokens`." + "reason": "Both report `resize_token_embeddings` not propagating to downstream tied/output embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch vs meta-device loading failure; different mechanisms." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "The titles both concern tokenizer/model loading, but they do not point to the same concrete failure or shared code path with enough evidence." + "reason": "One is a tokenizer vocab/special-token mismatch; the other is a broader model loading failure." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility is a different problem from the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version compatibility vs dtype mismatch under autocast; unrelated." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and NemotronH checkpoint loading are different model-specific loading bugs." + "reason": "Different checkpoint-loading failures in different model families." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "`flex_attention` compile failure vs Gemma4 device mismatch; unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage support and disabling mmap to avoid OOM are unrelated failure modes." + "reason": "Float8 storage lookup error vs mmap OOM workaround; unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenization changes are not the same bug." + "reason": "Whisper pipeline flag regression vs tokenization-version behavior change; different symptoms." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General torch version incompatibility is not the same concrete issue as Gemma4 PLE device mismatch." + "reason": "Torch compatibility issue vs Gemma4 forward device mismatch; unrelated." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are different problems." + "reason": "`base_model_prefix` loading break vs notebook custom-model initialization; not the same underlying bug." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Both are v5 regressions, but one is generic model loading with `base_model_prefix` while the other is custom model initialization in notebooks." + "reason": "Torch incompatibility vs image preprocessor/model dtype mismatch; unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash and non-template-node compilation failure are different attention/compiler issues." + "reason": "Different errors: Qwen3.5 cache group-type failure vs template compilation failure." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "The second is a specific PagedAttentionCache crash; the first is only a reproduction of a different issue." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression vs MXFP4 quantization loading problem; unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export.export` failing with `torch_compilable_check` is a different path from Perceiver non-default-resolution handling." + "reason": "Export/check-wrapper failure vs Perceiver resolution handling bug; different paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A Qwen VL video regression is not the same as the mask-shape indexing error." + "reason": "Video-input regression vs mask-shape IndexError; different failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline/task deprecations and should not be merged as one bug." + "reason": "Both are docs regressions, but they cover different removed/changed pipeline APIs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 producing bad outputs and `ModelOutput` key assignment when a previous key is `None` are different issues." + "reason": "Nonsensical outputs vs `ModelOutput` key bookkeeping; not the same bug." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and TRL SFT embedding unpacking are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and compilation of non-template nodes are separate failures." + "reason": "Torch incompatibility vs TRL unpacking bug; unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a dev0 regression and the other is a checkpoint shape mismatch; not enough evidence of the same underlying bug." + "accept": true, + "reason": "Both describe Qwen3-VL MoE checkpoint loading failures, with the latter giving a concrete shape-mismatch manifestation." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel indexing and compiled flex_attention on torch >=2.9 are unrelated." + "reason": "Float8 storage lookup error vs non-template node compilation error; unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are different model-specific regressions." + "reason": "Zero3/BertModel indexing bug vs compiled flex_attention failure; different code paths." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `from_config` not unwrapping `text_config` are different model-loading behaviors." + "reason": "`extra_state` save/load handling vs `from_config` `text_config` unwrapping; unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and `gguf_file` handling for tokenizer/model loading are different bugs." + "reason": "Tokenizer class conflict on load vs gguf loader regression; different issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression vs CamemBERT masked-LM prediction regression; unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are not the same issue." + "reason": "Model prediction quality issue vs tokenizer load failure; different layers of the stack." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` pipeline regression are unrelated." + "reason": "Training memory inefficiency vs Strix Halo mmap OOM workaround; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The selection and summary are grounded in the packet: issue:43611 is a defensible broad representative for the repeated v5 model-loading regressions, and the lone accepted soft pair (issue:45292 / issue:45335) looks like the same resize_token_embeddings bug at a model-specific level. The rejected pairs are stated conservatively, with no clear overclaiming or unsupported mergeability." + "feedback": "The representative issue choice is grounded in the packet, and the cluster summary stays conservative. The accepted soft pairs are plausibly same-bug duplicates, while the rejected pairs avoid over-merging distinct failure modes." }, "evaluator_used": true, "retried": false, @@ -2516,18 +2507,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", + "issue:39404", "issue:40444", "issue:40990", + "issue:42175", "issue:42915", "issue:43089", "issue:43262", @@ -2545,7 +2539,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43856", "issue:43883", "issue:44164", "issue:44206", @@ -2555,11 +2548,9 @@ "issue:44479", "issue:44488", "issue:44530", - "issue:44534", "issue:44661", "issue:44683", "issue:44737", - "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2570,262 +2561,263 @@ "issue:45507", "issue:45584", "issue:45859", - "issue:45987" + "issue:45987", + "issue:46178" ], "soft_pairs": [ "issue:44991|issue:45081", - "issue:43856|issue:44756", - "issue:44164|issue:44479", + "issue:32090|issue:39404", "issue:44737|issue:45859", - "issue:44661|issue:44683", + "issue:44164|issue:44479", "issue:43582|issue:43632", + "issue:44661|issue:44683", "issue:44488|issue:45081", "issue:44488|issue:44987", - "issue:43611|issue:43644", "issue:40990|issue:43421", + "issue:43611|issue:43644", "issue:43716|issue:45084", "issue:44206|issue:44220", "issue:36032|issue:42915", + "issue:42175|issue:46178", "issue:43643|issue:44530", "issue:43883|issue:44488", "issue:34567|issue:40444", "issue:44811|issue:45584", - "issue:43541|issue:45084", "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:43541|issue:45084", "issue:44464|issue:45987", "issue:43644|issue:43646", "issue:43452|issue:43482", "issue:44849|issue:45325", - "issue:36032|issue:43645", "issue:43317|issue:43482", + "issue:36032|issue:43645", "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43883|issue:44991", "issue:43262|issue:43377", - "issue:43089|issue:45987", - "issue:43645|issue:44534" + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "557ab533fdfcc7ae3e096ad04e5a873b35329a28fe70599a929f573847b31618", + "prepared_review_unit_hash": "abb59ce01bb50a3b2cfc7595bc7a2bbfc900d69ea01a8ba10feb4eb897b539a3", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36655, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated issue reports that share broad Transformers/version/model vocabulary but not the same underlying bug. The soft pairs are all false positives and should be kept separate.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical duplicate stands out: the items cover many distinct regressions across different models, loaders, and runtime paths.", + "summary": "The cluster is loosely centered on Transformers v5 regressions, but the individual reports point to different model families and distinct code paths. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43611 is the best umbrella candidate: it describes a broad Transformers v5 loading regression with clear user impact, while the rest of the cluster is mostly narrower, model-specific breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the broadest representative of the Transformers v5 regression family here, but it is still only one specific loading bug and should not absorb the others.", + "best_issue_reason": "43611 is the strongest standalone representative of the set because it is concrete, broadly applicable, and closest to the recurring v5 loading regression theme without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer/model loading regressions, but one is a tokenizer failure for EMBEDDIA/est-roberta and the other is a Mistral regex patch crash; different root causes and code paths." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "One is MoE training memory inefficiency; the other is mmap-related OOM on Strix Halo. Same broad area, not the same bug." + "reason": "Different bugs: loading a specific tokenizer under v5 vs. Mistral regex patching crashing on a tokenizer object type mismatch." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video input regression." + "reason": "Unrelated failures: Trainer GPU broadcast TypeError vs. Whisper pipeline return_language behavior." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device placement, but XLNet CPU arange and Qwen3.5 MoE CPU-offload rotary embedding failures are different code paths." + "reason": "Both are device/offload-related, but they hit different model code paths and different root causes (XLNet arange placement vs Qwen3.5MoE rotary embedding CPU offload)." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Tokenizer mapping/add-new-model-like logic is unrelated to compiled flex_attention failing on torch >= 2.9." + "reason": "Separate concerns: save/from_pretrained extra_state handling vs a video-input regression in Qwen/VL models." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are separate issues." + "reason": "Different regressions: Apple Silicon warmup TypeError vs the _is_hf_initialized flag breakage." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "One is tokenizer/model registry handling; the other is compiled flex_attention on newer torch. Not the same bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading failures, but one is a model/tokenizer load issue for a specific repo and the other is a Mistral tokenizer regex-patching crash." + "reason": "Both involve loading tokenizers, but one is a model-loading regression and the other is a specific Mistral regex patch crash." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "These are both model-loading failures, but they affect different models and likely different breakpoints in the load pipeline." + "reason": "Both are loading failures, but for different models and different failure modes; too broad to call duplicates." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + "reason": "Unrelated topics: perplexity on a model/dataset vs runtime post-processor updates when special tokens change." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to runtime post-processor updates when special tokens change." + "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix and the other is non-persistent buffer initialization." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation errors are different subsystems with different failure modes." + "reason": "Different areas: multimodal dtype mismatch vs a compilation error about non-template nodes." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is an unsupported center arg in a feature extractor and the other is a low-level fbank extraction issue." + "reason": "Both are audio-related, but they are separate feature-extraction failures with different APIs and error conditions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer special-token method conflict vs a Qwen3MoE fine-grained FP8 configuration failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend issues, but the offending backends differ (tensorflow missing from extras vs tensorflow_text missing from BACKENDS_MAPPING)." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is not the same as PagedAttentionCache rejecting linear_attention groups." + "reason": "Different code paths: AutoConfig trust_remote_code field loss vs PagedAttentionCache group-type failure on Qwen3.5." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to a model-loading failure for cjvt/sleng-bert." + "reason": "Molmo tied-weights attribute error is unrelated to the ScandiBERT loading regression." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are distinct bugs." + "reason": "TrainerState token-count tracking is unrelated to iterable multi-image finetuning failures." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper decoding, but one ignores skip_special_tokens and the other fails on empty transcription after align_special_tokens." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Mixtral grouped_mm tracing errors and non-template-node compilation errors are not the same underlying issue." + "reason": "Both Whisper-related, but one is batch_decode skipping special tokens and the other is generation on empty transcription after align_special_tokens." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different models and different loading failures; the shared symptom of 'cannot load' is too broad." + "reason": "Different model-loading regressions with different models and likely different root causes." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-family regressions, but FP8 config failure and invalid group type in PagedAttentionCache are separate code paths." + "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Distinct failures: Mixtral grouped_mm tracing error vs template-node compilation error." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache returning the wrong type from get_seq_length()." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions around model initialization, but non-persistent buffer junk and custom-model init breakage are different concrete defects." + "reason": "Both are v5 regressions, but they affect different mechanisms: buffer initialization vs custom model initialization." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF-related loading failures, but one is a generic gguf_file/from_pretrained issue and the other is a specific Qwen2.5-GGUF v5 compatibility break." + "reason": "Both mention GGUF, but one is generic from_pretrained/gguf_file handling and the other is a specific Qwen2.5-GGUF v5 loading failure." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states and Qwen2.5-VL rope index scaling are unrelated model-specific bugs." + "reason": "Different model families and different bugs: Qwen3.5 hidden-states output vs Qwen2.5-VL rope index scaling." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer special-token method conflicts and notebook custom-model initialization failures do not share the same underlying defect." + "reason": "Different loading/offload paths: dequantized model auto device-map offload vs Qwen2.5-GGUF loading under v5." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading and Qwen2.5-GGUF loading are different failure modes." + "reason": "Tokenizer special-token API conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are Transformers>=5 loading regressions, but they affect different artifacts and appear to stem from different loader paths." + "reason": "Both are loading regressions, but they are model-specific and do not point to the same concrete bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Different failures in different subsystems: compilation/template-node error vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo weight-key attribute handling is unrelated to tokenizer loading for est-roberta." + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and MIMI batched-vs-single output differences are separate bugs." + "reason": "Audio chat-template sampling-rate default issue is unrelated to MIMI encoder padding-mask batch inconsistency." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache length type contract are not the same issue." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Both are v5 regressions, but Jupyter custom-model initialization and non-persistent buffer junk are distinct bugs." + "reason": "Generation performance overhead and StaticCache seq-length typing are separate issues, not the same bug." } ] }, @@ -2841,20 +2833,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ + "issue:33666", "issue:36032", "issue:40444", "issue:40990", "issue:41553", "issue:41720", - "issue:42175", "issue:42915", "issue:43296", "issue:43322", @@ -2866,6 +2858,7 @@ "issue:43582", "issue:43611", "issue:43632", + "issue:43645", "issue:43646", "issue:43742", "issue:43792", @@ -2895,269 +2888,275 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45542", "issue:45663" ], "soft_pairs": [ - "issue:43404|issue:44466", + "issue:43645|issue:44534", "issue:43646|issue:44534", - "issue:44403|issue:45081", + "issue:43404|issue:44466", "issue:43322|issue:43540", - "issue:42915|issue:45084", + "issue:44403|issue:45081", "issue:43994|issue:44610", + "issue:42915|issue:45084", "issue:43377|issue:43819", - "issue:44220|issue:44683", "issue:44265|issue:44610", + "issue:44220|issue:44683", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:45216|issue:45357", - "issue:44062|issue:44987", "issue:43632|issue:44756", + "issue:44062|issue:44987", "issue:36032|issue:43742", "issue:42915|issue:44589", "issue:44479|issue:45325", "issue:43404|issue:45127", "issue:43296|issue:43531", - "issue:36032|issue:41720", "issue:40444|issue:45325", + "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:43611|issue:44534", "issue:43425|issue:44403", "issue:40990|issue:44811", - "issue:43792|issue:44589", "issue:43632|issue:44534", + "issue:43792|issue:44589", "issue:44079|issue:45663", "issue:41553|issue:43582", "issue:44683|issue:45020", - "issue:42175|issue:45542" + "issue:33666|issue:40444" ], - "prepared_review_unit_hash": "cc463fac0119b0f097d1a1e2a574524cc09941fd3e5fdd49b2f8f667f970447d", + "prepared_review_unit_hash": "2cdec7d7eb74e1265c0a7d610730dfd1f6db9b8ef161173f1982a56150924b83", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37206, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "soft_pair_count": 33, + "serialized_chars": 37465, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports, many of them v5 regression/loading issues. Only the Qwen3.5 save_pretrained reports look like a likely duplicate pair; the rest are too different in model, failure mode, or code path to merge.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 regression/theme here: a general loading/initialization breakage that fits the cluster better than the more model-specific reports.", + "summary": "This cluster is mostly heterogeneous and contains many likely false-positive similarities. Two soft duplicates stand out: a Qwen3.5 `save_pretrained` regression and a Qwen2.5-VL/Qwen3-VL temporal-position regression. No pull requests are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative concrete bug here: a 5.3.0 regression affecting multiple Qwen VL variants, with a nearby narrower duplicate candidate (45325) that points to the same `get_rope_index`/temporal-position code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single triage representative because it is broad, clear, and central to the repeated Transformers v5 breakage pattern in this set.", + "best_issue_reason": "44479 is the best issue candidate because it describes a broad, version-specific regression across several models and has a clear near-duplicate in 45325; the other items are mostly unrelated or only share a subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Related tied-weights symptoms, but one is model init tying and the other is save_pretrained serialization; different code paths." + "reason": "Different bugs: custom model initialization breakage vs junk-filled non-persistent buffers." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer junk are distinct bugs." + "reason": "Only broad v5 breakage overlap; the concrete failures are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Unrelated failures: noisy loading message vs Mistral tokenizer regex patch crash." + "reason": "Both mention tied weights, but one is a model-specific tying bug and the other is a save/serialization inconsistency; not the same code path." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures on different models and inputs; not the same underlying bug." + "reason": "Different models and failures: Llava loading segfault vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "FP8 config failure and template compilation error are unrelated." + "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both vision-related, but different models and root causes." + "reason": "Different vision model issues: bad inference output vs processor/model image-size mismatch." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Both audio-related, but different models and distinct defects." + "reason": "FP8 config failure and template-compilation failure are unrelated." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Feature extraction bug vs torch-version flex_attention compile failure; unrelated." + "reason": "Both are audio-model correctness issues, but they affect different models and different internals." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/check logic and processor image-size mismatch are different bugs." + "reason": "torch.export compatibility vs processor output size mismatch are separate problems." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different loading problems: ScandiBERT load failure vs Mistral regex crash." + "reason": "Unrelated model loading failure vs Mistral tokenizer regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Remote-code loading regression and tokenizer regex crash do not share the same code path." + "reason": "Different failure modes; one is remote_code loading, the other is tokenizer patching." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are v5-related, but the failures are distinct: FP8 config vs unexpected _is_hf_initialized arg." + "reason": "Both involve initialization/quantization-adjacent code, but the specific bugs are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; the later issue narrows the same underlying wrong-checkpoint/keys problem to visual encoder keys." + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is the follow-up symptom about incorrect visual encoder keys." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "AddedToken special-argument bug and remote_code loading failure are unrelated." + "reason": "Unrelated v5 initialization flag breakage vs Strix Halo mmap/OOM workaround." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different problems: _is_hf_initialized flag handling vs mmap/OOM behavior." + "reason": "Different tokenizer/add-token bug vs remote_code loading regression." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict and MobileLLM key error are different bugs." + "reason": "T5 tokenizer method conflict is unrelated to MobileLLM loading KeyError." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different FP8/storage issues with no shared failing path." + "reason": "Both mention FP8, but one is a config failure and the other is a missing storage-object runtime error." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Both touch Qwen vision models, but video-input regression and still-image rope indexing are different defects." + "accept": true, + "reason": "Same Qwen VL 5.3.0 regression around temporal/video position handling; 45325 narrows the root cause in `get_rope_index`." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is missing tying in the model and the other is LoRA-merge collapse after vocab extension." + "reason": "Both concern tied weights, but they are different bug classes and different workflows." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and different failures." + "reason": "Unrelated model-loading failure vs sliding_window issue." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer load conflict and CUDA assert from auto device mapping are unrelated." + "reason": "Same general Qwen2.5-VL area, but these describe different symptoms and code paths." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Multiple-image dataset failure and Qwen2.5-VL rope scaling bug are different issues." + "reason": "Tokenizer load conflict and Qwen auto-device-map CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window bug and granite_speech config loading are unrelated." + "reason": "No underlying bug overlap; MoE sliding-window vs config strictness." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading regression and junk-filled non-persistent buffers are different v5 bugs." + "reason": "Base-model-prefix loading issue is unrelated to non-persistent buffer corruption." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch compatibility issue and loading-noise issue are unrelated." + "reason": "Torch version incompatibility and loading noise are not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "Perplexity anomaly and Whisper batch_decode option handling are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different code paths." + "reason": "Different regressions: `_is_hf_initialized` flag vs non-persistent buffer values." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Distinct v5 regressions: _is_hf_initialized handling vs buffer serialization." + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 attention KeyError are unrelated." + "reason": "Different objects and bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared-kv reconstruction." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message and AppleSilicon warmup TypeError are unrelated." + "reason": "Bad tokenizer error message and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "flex_attention compile failure and remote_code loading regression are unrelated." + "reason": "Compiled flex_attention on new torch and remote_code breakage are separate issues." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both concern TensorFlow packaging/backend availability, but they describe different failure paths and are not clearly the same bug." + "reason": "Both are Qwen VL training issues, but the concrete failure modes and model generations differ." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most items are clearly different bugs by model, failure mode, or code path, and the single accepted Qwen3.5 save_pretrained pair looks plausibly mergeable as one regression. The rejected soft-edge verdicts are generally conservative rather than overclaiming duplicates." + "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, the Qwen 5.3.0 temporal-position regression pair is a reasonable soft duplicate, and the Qwen3.5 save_pretrained pair is plausibly related without overreaching. The remaining soft-edge verdicts are conservative, and there are no PRs to merge." }, "evaluator_used": true, "retried": false, @@ -3170,15 +3169,14 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ - "issue:33666", "issue:35707", "issue:40444", "issue:41720", @@ -3223,252 +3221,253 @@ "issue:45479", "issue:45491", "issue:45538", + "issue:45542", "issue:45812", "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:44403|issue:44991", - "issue:33666|issue:40444", "issue:43421|issue:44568", + "issue:44403|issue:44991", "issue:35707|issue:40444", - "issue:43818|issue:45357", "issue:44462|issue:45812", "issue:43381|issue:45923", - "issue:44291|issue:44589", + "issue:42175|issue:45542", "issue:43482|issue:45538", + "issue:43818|issue:45357", "issue:43317|issue:43856", "issue:44829|issue:45479", + "issue:44291|issue:44589", "issue:43482|issue:43525", "issue:44079|issue:44534", - "issue:43531|issue:44291", "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:40444|issue:45381", + "issue:43531|issue:44291", "issue:43749|issue:44079", "issue:44265|issue:45072", "issue:43644|issue:44079", - "issue:42175|issue:43296", "issue:45325|issue:45381", + "issue:42175|issue:43296", "issue:43632|issue:45072", - "issue:43792|issue:43957", "issue:43611|issue:43646", + "issue:43792|issue:43957", "issue:43994|issue:44898", "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482" ], - "prepared_review_unit_hash": "1bbb2b861515981d502d518182f5c5f71915a50198214d3202a05ffaa12b5439", + "prepared_review_unit_hash": "d97ee3524d51146e1aedae51805c2d8ca1d8efd7621398ee1befe7635f073222", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36625, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports. The only plausible duplicate-like pair is the Transformers v5 model-initialization/loading regression pair (43611/43646); the rest are distinct bugs across different models, features, and failure modes.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43646 is the broadest and most central of the near-duplicate loading regressions: it describes a Transformers v5 custom model initialization break, which likely subsumes the more specific base_model_prefix loading symptom in 43611.", + "summary": "Mostly unrelated standalone issues. The cluster appears to center on tokenizer/loading regressions, with issue:45812 as the broadest Granite reference even though it is closed. Only the Granite tokenizer pair and the Qwen2.5-VL position-id pair look like plausible duplicates; the rest are too dissimilar on titles alone.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45812 is the broadest tokenizer-loading regression in the packet. It is closed, but its Granite AutoTokenizer symptom best captures the cluster\u2019s main theme better than the narrower repository-tokenizer report.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue in this set because it captures the underlying v5 model initialization regression at a higher level than the narrower 43611 report.", + "best_issue_reason": "issue:45812 is the strongest overall issue representative because it states the broadest user-visible regression and cleanly subsumes the narrower tokenizer-loading symptom, despite being closed.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Both involve tokenizer/model loading, but one is generic loading noise and the other is a specific tokenizer failure for EMBEDDIA/est-roberta; different bugs." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image finetuning; not the same failure mode." - }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both touch special-token handling, but one is a runtime post-processor update issue and the other is add_special_tokens not inserting BOS/EOS; distinct code paths." + "reason": "Both are tokenizer-related, but one is a runtime post-processor sync bug and the other is special-token insertion behavior; the titles point to different fixes." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Both involve loading, but one is a generic noise report and the other is a specific tokenizer loading regression; no clear same bug." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Different models and different defects: missing temporal attention/weight sharing vs incorrect save_pretrained visual encoder keys." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other produces wrong IDs for Granite; not the same bug." + "accept": true, + "reason": "The titles suggest the same AutoTokenizer/tokenizer-loading regression affecting Granite token IDs, with 45812 as the broader symptom report." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is a usage restriction for gradient checkpointing in eval mode; the other is a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are distinct API problems." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both are loading regressions in v5, but one is an init_empty_weights argument mismatch and the other is a Float8 storage lookup error; different concrete failures." + "reason": "Packaging TensorFlow with the torch extra and a tensorboard-only backend error are different dependency issues." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Completely different areas: Qwen2.5-GGUF loading under v5 vs CLIPTokenizer model_max_length behavior." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing corruption is not the same bug as Qwen3.5 visual-encoder key serialization." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE memory usage during training." + "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different load/perf issues." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both describe degenerate training behavior, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1 classification loss handling." + "reason": "Flash-attention training degeneration and single-label zero-loss behavior are different training bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "_is_hf_initialized handling and missing Float8 storage object are distinct load-time errors." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different models and symptoms: GGUF loading failure vs missing pad_token_id on Llama4Config." + "reason": "GGUF loading failure and a missing pad_token_id attribute are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal issues." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized constructor loading errors." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal-state bugs." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but one is a MIMI encoder padding-mask bug and the other is a Gemma3 sliding-window/all-padding-window NaN issue." + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 NaNs from all-padding windows are different failure modes." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and Mistral tokenizer regex patch crashes are unrelated." + "reason": "Qwen3 auto device-mapping asserts and Mistral regex patch crashes are different subsystems." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning and the other is video vision_position_ids; different scenarios and likely different fixes." + "reason": "Multi-image finetuning failure and video vision_position_ids errors are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + "reason": "FSDP RAM-efficient loading and ModelOutput key handling are different code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/export-time checks and bfloat16 dtype mismatches in inference are distinct problems." + "reason": "torch.export exportability and bf16 dtype mismatches are unrelated." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk fill and ModelOutput key assignment are separate regressions." + "reason": "Non-persistent buffer junk and ModelOutput key handling are unrelated regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both titles describe the same Qwen2.5-VL position-id / rope-index computation bug in different modalities." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backends issue vs a specific PaddleOCR-VL model loading failure; no shared bug." + "reason": "TensorFlow extra packaging and PaddleOCR-VL loading in vLLM are unrelated." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge confidently." + "reason": "Unexpected _is_hf_initialized argument and bf16 dtype mismatches are different Transformer v5 regressions." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are unrelated Transformers v5 regressions." + "reason": "These sound like related init/load regressions, but the titles are too broad to confirm the same concrete bug." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper model runtime failure and torch.device('meta') loading regressions are not the same bug." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": true, - "reason": "These look like the same Transformers v5 model-loading/init regression: one reports breakage for models with base_model_prefix, the other for custom model initialization. A single fix to initialization/loading could plausibly address both." + "reason": "Whisper runtime failure and torch.device(\"meta\") loading breakage are not the same bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model correctness issues: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + "reason": "SigLIP2 nonsensical outputs and Perceiver resize/interpolation failure are separate vision-model problems." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are vision/sequence-length related, but one is a Qwen2.5-VL position-id scaling bug and the other is a Kosmos2.5 long-OCR index error." + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head weight handling, but one is a tied-weights bug causing bad generation and the other is device-dependent serialization inconsistency." + "reason": "Runtime lm_head tying and serialization-by-device differences are related in theme, but not clearly the same bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The result is grounded in the packet and the soft-edge judgments are conservative overall. The single accepted pair, 43611/43646, is plausibly the same Transformers v5 loading/initialization regression, while the other pairs are rejected with appropriately narrow reasoning rather than overstating duplicate evidence." + "accept": false, + "feedback": "Reject: the canonical issue rationale is not grounded in the packet because issue:45812 is listed as closed, not open. The rest is broadly plausible, but the summary should not overstate that state. Also, the two accepted soft edges are somewhat assertive given only title-level evidence; they should be framed more conservatively if retained." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3478,13 +3477,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:34634", "issue:35707", @@ -3536,8 +3535,8 @@ ], "soft_pairs": [ "issue:43296|issue:45800", - "issue:44479|issue:45823", "issue:43701|issue:45325", + "issue:44479|issue:45823", "issue:44291|issue:44877", "issue:43881|issue:44488", "issue:43606|issue:44265", @@ -3557,30 +3556,30 @@ "issue:43317|issue:43873", "issue:43572|issue:45759", "issue:43377|issue:44898", - "issue:43257|issue:45923", "issue:40990|issue:42947", + "issue:43257|issue:45923", "issue:43322|issue:46050", "issue:43526|issue:43883", "issue:43454|issue:43720", "issue:41720|issue:43322", "issue:43881|issue:44991", - "issue:43296|issue:44877", - "issue:43749|issue:44534" + "issue:43749|issue:44534", + "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "fc2a39c1128886c918f362a1d4971d109f3717d049f4a29ceaee7f1ea28e3ca5", + "prepared_review_unit_hash": "0770f1834a0cc4bc44de4c77b580470e44b6104c0e60c909af5002ac1d2f3719", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36541, + "serialized_chars": 36542, "estimated_input_tokens": 9136, "estimated_eval_tokens": 18528 }, @@ -3589,208 +3588,205 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model-specific regressions, not duplicates. The only plausible duplicate family is offloading/quantization loading behavior, centered on 43873; the rest span unrelated tokenizer, multimodal, config, export, and compile bugs.", - "confidence": 0.81, - "canonical_issue_reason": "43873 is the broadest and most central issue in the only overlapping area here: offloading/quantization loading failures. It has the strongest discussion/reference signal and can anchor this cluster.", + "summary": "No soft pairs look like true duplicates; most matches only share a broad subsystem (loading, offloading, tokenization, multimodal) rather than the same concrete bug. There are no PRs in the set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate issue exists for this set; if a representative must be chosen, issue 45920 is the strongest anchor because it describes a broad, clearly reproducible multi-model tokenizer regression.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best representative issue because it is open, broad, and closest to the only near-duplicate pair in the set (43317).", + "best_issue_reason": "Issue 45920 is the best global representative of the set because it is broad and actionable, while the rest are either narrower single-model failures or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different failures: a model/processor loading problem in vLLM vs a general torch/transformers version incompatibility." + "reason": "PaddleOCR-VL/vLLM load failure vs a generic torch/transformers version incompatibility; unrelated." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Both involve multimodal models, but the concrete bugs differ: video-input regression vs device-mismatch during forward." + "reason": "Checkpoint key mismatch vs Qwen2.5-VL rope-index scaling bug; different code paths." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Unrelated code paths: checkpoint key mismatch vs Qwen2.5-VL RoPE/position-id scaling." + "reason": "Video-input regression in Qwen-VL family vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different config/load errors: unexpected init arg vs strict config blocking granite_speech loading." + "reason": "init_empty_weights _is_hf_initialized TypeError vs strict granite_speech config loading; unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Separate model-loading failures with no clear shared root cause." + "reason": "Different model load failures for unrelated models; no shared failure mode." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and torch.export failure are unrelated bugs." + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure; unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are different problems." + "reason": "Audio chat-template sampling-rate default vs PEFT checkpoint loading; different issues." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to a tokenizer-version regression." + "reason": "Quantized offloading bug vs tokenizer-version regression; no common concrete bug." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different symptoms and subsystems: perplexity regression vs Whisper empty-transcription generation failure." + "reason": "High perplexity on gpt-oss vs Whisper empty-transcription failure; unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different paths." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is a single tokenizer special-token bug and the other is broader wrong-token-id behavior across multiple models." + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens issue and the other is a broad wrong-token-IDs regression; not the same concrete bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug and Qwen3 device-map CUDA assert are different failures." + "reason": "Progressive generation with embeds/past KV vs Qwen3 device-map cudaErrorAssert; unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export/torch_compilable_check are unrelated." + "reason": "Tokenizer padding/truncation crash vs export failure around torch_compilable_check; different failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device-mismatch on offload vs DAC latent/STE mismatch are different code paths." + "reason": "Bark CPU offload mismatch vs DAC.from_latents/STE mismatch; unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map issues, but they affect different models and likely different underlying bugs." + "reason": "Both mention device_map/placement, but one is Qwen3 cuda assert and the other is Gemma4 forward mismatch; not the same bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying bug and torch.compile/SDPA failure are unrelated." + "reason": "Weight tying/text generation issue vs torch.compile SDPA failure; unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/model-processor mismatch and IterableDataset multi-image fine-tuning failure are distinct." + "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; different tasks." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask inconsistency and OmDet-Turbo image-size mismatch are unrelated." + "reason": "MIMI batching/padding-mask bug vs OmDet-Turbo processor resolution mismatch; unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different model bugs: tied weights vs dtype mismatch in inference." + "reason": "LM-head weight tying vs dtype mismatch under bf16 inference; unrelated." }, { "left": "issue:43317", "right": "issue:43873", - "accept": true, - "reason": "Same offloading/quantization loading family: both describe device_map/offload failures when loading quantized or dequantized models, with overlapping accelerate loading behavior." + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete failure." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "A missing config field and an AutoModel text_config unwrapping bug are different API regressions." + "reason": "Missing pad_token_idx in StableLmConfig vs composite Qwen config unwrapping; different config bugs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batch inconsistency and Perceiver resolution/interpolation failure are unrelated." + "reason": "Batched MIMI encoder outputs vs Perceiver non-default resolution classification; unrelated." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Accelerate+deepspeed MOE conversion issue and missing gradient-checkpointing flag are separate problems." + "reason": "Perplexity anomaly vs PEFT gradient checkpointing ineffectiveness; unrelated." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "High perplexity and ineffective gradient checkpointing are different training/inference bugs." + "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag; unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava loading segfault and sinq save/load quantization breakage are unrelated." + "reason": "Llava Next segfault vs sinq save/load quantization breakage; different code paths." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute error are unrelated." + "reason": "BeitImageProcessorFast label reduction bug vs Molmo all_tied_weights_keys attribute error; unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different loading/model-init bugs." + "reason": "Weight tying bug vs BitNet packed-weight unpacking issue; unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are loading-time failures, but they affect different model families and likely different root causes." + "reason": "Different multimodal loading failures with different symptoms and models; not duplicate." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure and tokenizer loading failure are not the same bug." + "reason": "Model loading failure vs tokenizer loading failure; unrelated." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "vLLM model load failure and strict config rejection are different issues." + "reason": "FSDP CPU RAM efficient loading vs non-persistent buffer initialization; too broad to merge." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:44877", "accept": false, - "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer initialization junk are not the same underlying defect." + "reason": "PaddleOCR-VL/vLLM load failure vs granite_speech config strictness; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted pair (43317, 43873) is a plausible overlap in offloading/quantization loading behavior, and the rejected pairs are mostly distinguished at a high level by title/topic. No obvious overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3799,13 +3795,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36010", "issue:36331", @@ -3862,16 +3858,16 @@ "issue:42617|issue:42915", "issue:40990|issue:45701", "issue:44008|issue:45823", - "issue:43404|issue:45357", "issue:44387|issue:45704", "issue:44186|issue:45072", + "issue:43404|issue:45357", "issue:36331|issue:42617", "issue:43577|issue:43708", "issue:44877|issue:44991", "issue:36331|issue:42915", "issue:43873|issue:44756", - "issue:43450|issue:45701", "issue:43550|issue:43720", + "issue:43450|issue:45701", "issue:44423|issue:45406", "issue:45632|issue:45684", "issue:41720|issue:42617", @@ -3884,225 +3880,225 @@ "issue:41720|issue:45161", "issue:44671|issue:44743", "issue:43526|issue:43881", - "issue:36010|issue:42617", "issue:45081|issue:45812", + "issue:36010|issue:42617", "issue:43531|issue:43572", "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "291d53af0f91b8a200c5d1c4597cc1ad7d6524e66b7879a851c96e49923f7de9", + "prepared_review_unit_hash": "e8d80f3a40135dad77033a2c2a6d18bc457f88b40729f20d83a8df937be06974", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37223, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items form a loose grab-bag of Transformers bugs/regressions, but the soft pairs mostly point to different concrete code paths. I do not see any safe duplicate merges among the candidate pairs.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43873 is the best umbrella representative: it is a concrete, open regression about offloading/quantization/device placement, has substantial discussion, and matches the strongest recurring theme across the set without being overly narrow.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad subsystem vocabulary (tokenization, quantization, multimodal models, offloading) but do not look like the same underlying bug or change. No true duplicate hub stands out.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Among the issues, issue:43873 is the most suitable anchor for triage because it is specific enough to be actionable while still broad enough to represent the offloading/quantization/device-mapping subgroup in this cluster.", + "best_issue_reason": "issue:45701 is the broadest current regression report and has the most cross-cutting discussion, but it is not a true duplicate canonical for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Different bugs: tied lm_head serialization vs visual encoder key persistence in Qwen3.5." + "reason": "Both involve Qwen3.5-related serialization, but one is tied-weight serialization on device and the other is incorrect visual encoder keys; different failures and code paths." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but different failures and code paths: cuda assert on auto device map vs flash-attention generation regression." + "reason": "Auto device mapping cudaErrorAssert on A800 and flash-attention generation failure are unrelated runtime bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated failures: 3d_parallel.py execution vs Qwen3Moe FP8 config loading." + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different model/setup issues." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Different scope: perplexity on one model/dataset vs broad tokenizer-version behavior change." + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma generations and different symptoms: audio mask AttributeError vs PLE device mismatch." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Different models and root causes: Mistral3 weight tying vs Qwen3.5 visual encoder save/load keys." + "reason": "Gemma3n audio_mel_mask collision and Gemma4 PLE device mismatch are different Gemma-family bugs." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory, but one is int4 quantization OOM while the other is a T5/apex RMSNorm leak." + "reason": "int4 quantization OOM and apex RMSNorm memory leak are distinct memory issues with different causes." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash vs dtype mismatch; different subsystems and failure modes." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is not the same as Qwen3.5 visual-encoder save_pretrained key handling." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Custom trainer API breakage is unrelated to the 3d_parallel.py runtime failure." + "reason": "Trainer compute_loss signature breakage and 3d_parallel.py runtime failure are different trainer/utility problems." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different trainer/model issues: dtype remaining float32 vs checkpoint resume max_steps miscalculation." + "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps calculation are unrelated training/load issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/config problems: strict config rejection vs tokenizer loading failure." + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are different config/tokenizer problems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss signature change is unrelated to Qwen3Moe FP8 config failure." + "reason": "Trainer loss-signature incompatibility and Qwen3Moe FP8 load failure do not share the same code path." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo." + "reason": "Quantization offloading regression and mmap-caused OOM on Strix Halo are only broadly memory-related, not the same bug." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Video batching shape bug is unrelated to a tokenization version regression." + "reason": "torch.compile/SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different mechanisms." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Different code paths: torch.compile+SDPA vs accelerate loading of packed BitNet weights." + "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve crashes from different causes: multimodal tensor handling vs Gemma4Processor missing _tokenizer." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/serve failures." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision and file permission propagation are distinct bugs." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation from save_pretrained are unrelated filesystem issues." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping assert vs 3d_parallel.py runtime error." + "reason": "Auto device mapping cudaErrorAssert and inability to run 3d_parallel.py are different failures." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen-related, but one is a video-input regression and the other is an SFT embedding-unpack failure." + "reason": "Qwen video-input regression and TRL SFT embedding unpacking failure are separate Qwen3.5-related bugs." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizes, but the concrete model expectations and bug mechanisms differ." + "reason": "OmDet-Turbo output size mismatch and Perceiver non-default-resolution failure are different vision preprocessing/model-size issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Torch.compile/SDPA issue is unrelated to bark CPU-offload device mismatch." + "reason": "Bamba torch.compile SDPA failure and Bark CPU-offload device mismatch are different runtime/load paths." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and processor output-size mismatch are different bugs." + "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor resolution mismatch are unrelated vision/tokenizer bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 config failure is distinct from dequantized model loading with gpu+cpu offload." + "reason": "Qwen3Moe FP8 load failure and dequantized-model CPU/GPU offload failure are both loading-related but not the same concrete bug." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer/image handling regression is not the same as general tokenization drift." + "reason": "processor.tokenizer regression and tokenization changes across versions are different symptoms with different scopes." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model families and failures: Qwen3 auto device-map assert vs GPT-OSS tensor-parallel issue." + "reason": "A800 auto device mapping crash and GPT-OSS MoE tensor-parallel issue are separate distributed inference bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM regression and Qwen3.5 recurrent-state reset are unrelated." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "ImageProcessor label reduction bug is unrelated to glm-4v loading failure." + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different image processor/model load issues." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated issues." + "reason": "Mistral regex patch failure and Granite tokenizer ID regression are both tokenizer-related but distinct code paths and failures." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different root causes." + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated import/runtime issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx are different regressions." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model issues." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload behavior are distinct config bugs." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload bug are unrelated config serialization problems." } ] }, @@ -4118,13 +4114,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:29159", "issue:30064", @@ -4133,6 +4129,7 @@ "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", "issue:42490", "issue:42915", @@ -4179,6 +4176,7 @@ "issue:43421|issue:45812", "issue:42915|issue:43322", "issue:44186|issue:44361", + "issue:36331|issue:41720", "issue:29159|issue:36032", "issue:43388|issue:45059", "issue:45406|issue:45464", @@ -4191,231 +4189,237 @@ "issue:43873|issue:45704", "issue:44492|issue:44509", "issue:43606|issue:43653", - "issue:34634|issue:41720", "issue:42490|issue:43329", + "issue:34634|issue:41720", "issue:43531|issue:45759", "issue:34567|issue:35707", "issue:44514|issue:44545", "issue:43421|issue:43927", "issue:44625|issue:45479", - "issue:44451|issue:44991", "issue:44898|issue:45072", - "issue:43531|issue:44589", + "issue:44451|issue:44991", "issue:43782|issue:45381", "issue:44077|issue:44625", - "issue:45759|issue:45859" + "issue:45759|issue:45859", + "issue:43531|issue:44589" ], - "prepared_review_unit_hash": "91fa3fe5332025ec4ec6b8b8aef858db88fdc8236599b96219e6a202adf6b460", + "prepared_review_unit_hash": "43e7790650c09d76bd56a46b7941a9b6e77fa645f99d6b7b6efacc780b587ffc", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35968, - "estimated_input_tokens": 8992, - "estimated_eval_tokens": 18240 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive similarity set spanning unrelated models, processors, and failure modes. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template crash pair (44514/44545), which appears to be the same issue/same crash signature with the same padding=False condition.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44514 is the best canonical candidate because 44545 is the same Qwen2_5_VLProcessor.apply_chat_template crash report with the same padding=False condition; the rest of the cluster is heterogeneous.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "44514 is the cleanest representative of the only true duplicate pair; it matches 44545 on the same underlying apply_chat_template crash signature.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "The set is mostly heterogeneous and does not form a single duplicate cluster. I only accept one clear duplicate pair: the two Qwen2.5-VL `apply_chat_template(..., padding=False)` crashes. All other soft edges are false positives across different models, APIs, or bug classes.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the only true duplicate pair: it describes the same batched `padding=False` crash as 44514 and has slightly more reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue anchor in this set because 44514 is an exact duplicate; the bug is concrete and narrowly scoped.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different failure surfaces: Qwen3OmniMoe video processing ValueError vs Qwen3VL from_pretrained weight_only load error." + "reason": "Different model families and failure modes: Qwen3OmniMoe video input processing vs Qwen3VL `weight_only` load error." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization, but one is runtime post-processor updates and the other is a Granite model token-ID regression." + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is a Granite token-ID regression; different code paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated models and bugs: FineGrainedFP8Config failure for Qwen3Moe vs Llava Next segmentation fault." + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and symptoms: LayoutLMv2Tokenizer batching/NER crash vs MLukeTokenizer AttributeError." + "reason": "Different tokenizers and symptoms: LayoutLMv2 NER/padding crash vs MLuke task `AttributeError`." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Training API signature mismatch vs Qwen3 auto device-mapping CUDA assert; not the same problem." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency report vs a T5Tokenizer name conflict on load; not the same bug." + "reason": "Both touch tokenizers, but one is slow/fast inconsistency and the other is a T5 load-time method conflict." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering drops labels in the last batch, while SAM3 text/bbox behavior is a separate multimodal input issue." + "reason": "Gather-for-metrics label truncation is a batching/eval bug; SAM3 text+boxes is a multimodal input issue." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to Qwen3.5-0.8B chat/completions streaming failures." + "reason": "Gemma4Processor missing `_tokenizer` is a processor initialization bug, not the same as Qwen3.5 streaming chat-completions failure." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "A MacOS bus error in CLIP loading is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Image segmentation-map processing and Bark audio voice preset handling are different subsystems." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is different from GraniteSpeech PEFT local-checkpoint loading." + "reason": "CUDA assert from device mapping is not the same as GraniteSpeech PEFT local-checkpoint loading failure." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both mention loading/offload, but CPU offload device mismatch and BitNet packed-weight unpacking are different concrete failures." + "reason": "Both involve loading/offload, but Bark CPU offload mismatch and BitNet packed-weight unpacking are distinct root causes." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA bug is unrelated to BigBirdTokenizer special-token registration." + "reason": "Device-mismatch offload bug vs tokenizer special-token registration; no shared underlying code path." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor syncing is not the same as a broad version-dependent tokenization change report." + "reason": "Runtime special-token/post-processor syncing is different from a broad tokenization regression across versions." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the T5 apex FusedRMSNorm memory leak." + "reason": "Quantization/offloading behavior is unrelated to T5 using `apex.FusedRMSNorm` and leaking memory." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to outdated docs about removed pipeline tasks." + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are both documentation-ish, but not the same issue." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token registration are different bugs." + "reason": "Bark CPU offload mismatch is unrelated to BigBirdTokenizer's mask-token registration problem." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "Local-path import warning has nothing to do with undefined video-branch variables in `_get_num_multimodal_tokens`." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Local-path import warning is unrelated to the undefined video-branch helpers in multimodal token counting." + "reason": "Audio processor voice preset failure and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different issues." + "reason": "Sliding-window handling in Qwen3-MoE is a different bug from `AutoModelForCausalLM.from_config` not unwrapping `text_config`." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Trainer token-count bookkeeping is unrelated to generation with `inputs_embeds` and cached keys/values." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash signature with the same padding=False condition; these are duplicate reports of the same bug." + "reason": "Same title, same batched `padding=False` `apply_chat_template` crash, and clearly the same underlying bug." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates and DiaConfig save/load token-ID loss are different tokenization/config issues." + "reason": "Both mention tokenizer metadata, but runtime post-processor updates and save/load token-ID loss are different defects." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is not the same as the single-label-classification zero-loss issue across models." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are loading failures, but for different models and different root causes." + "reason": "One is Qwen3.5 config propagation of `num_labels`; the other is a general single-label classification loss degeneracy across models." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver non-default resolution failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the Float8 storage object lookup error." + "reason": "Both are tokenizer-loading failures, but different repos and likely different incompatibilities; not the same concrete bug." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video position-id bug are different multimodal issues." + "reason": "Qwen3VL `weight_only=True` load error and Qwen2.5-VL video position IDs are separate Qwen-VL bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation do not share a code path." + "reason": "`post_init` validation for patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary-embedding incompatibility are unrelated." + "reason": "Config unwrapping for multimodal Qwen models and CPU-offload incompatibility in rotary embedding are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering judgment is plausible, but the writeup is slightly overstated in a way that matters for precision: 44514 and 44545 do not have the exact same title text, only the same underlying bug wording. Please soften that claim to something like \"same issue/same crash signature\" rather than \"exact same title.\" The rest of the soft-edge rejections look conservative, and the no-PR note is grounded." + "accept": true, + "feedback": "The assessment is grounded in the packet: 44514/44545 are the only clearly matching pair, and the other soft-edge rejections are conservative given the distinct titles and bug classes. No overclaiming beyond the evidence provided." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4425,13 +4429,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:30064", "issue:36010", @@ -4496,232 +4500,232 @@ "issue:42886|issue:44843", "issue:43381|issue:43844", "issue:43421|issue:44186", - "issue:43531|issue:43645", - "issue:45704|issue:45859", "issue:43994|issue:44671", + "issue:45704|issue:45859", "issue:41720|issue:45704", - "issue:43596|issue:44220", + "issue:43531|issue:43645", "issue:43746|issue:43873", "issue:45081|issue:45356", + "issue:43596|issue:44220", "issue:39692|issue:43873", "issue:40444|issue:43746", "issue:45356|issue:45907", "issue:30064|issue:36010", - "issue:44220|issue:44661", "issue:43720|issue:43819", + "issue:44220|issue:44661", "issue:43653|issue:43720", "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "183da652f83f324bb62c8ac9d4497d6e00f742faacdbb963fb9dda5320e6795d", + "prepared_review_unit_hash": "ffce6be5044d523e4b3d197c82d306b441c14ea1fa4b634314f1c07470d9b0d9", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37220, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 37211, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly superficial text matches, not duplicate pairs. The issues span unrelated models, subsystems, and failure modes (tokenizers, quantization, offloading, vision processors, training, offline hub behavior), so I would not merge any soft pair as the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43873 is the strongest standalone anchor by activity and breadth, but the set is too heterogeneous to represent a true duplicate cluster.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, vision, multimodal, distributed-training, and docs issues. None of the soft edges look like the same underlying bug/change, so I would not deduplicate any pair here and there is no good single canonical issue/PR.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the richest discussion/inbound activity and a concrete reproducible report, so it is the best representative issue here even though it is not a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different bugs: model loading regression vs image processor requiring torchvision." + "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors incorrectly requiring `torchvision`." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Unrelated Qwen3.5 warning about tie_word_embeddings vs wrong visual encoder keys on save." + "reason": "Different areas and symptoms: LoRA warning about `tie_word_embeddings` vs incorrect visual encoder keys saved in Qwen3.5." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword collision is a tokenizer API bug; ScandiBERT load failure is a separate model-loading issue." + "reason": "`AddedToken(..., special=...)` argument collision is unrelated to inability to load `vesteinn/ScandiBERT`." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention crash on s_aux=None is unrelated to multimodal config unwrapping for Qwen 3.5/3.6." + "reason": "Flash-attention crash on `s_aux=None` is a different code path from `from_config` not unwrapping `text_config`." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter checkpoint loading and sinq quantization save/load are different code paths." + "reason": "Local PEFT-adapter checkpoint loading is distinct from save/load corruption in sinq-quantized models." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime post-processor syncing is not the same as BigBirdTokenizer special-token registration." + "reason": "Both concern tokenizer special-token behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to OmDet-Turbo processor size mismatch." + "reason": "SigLIP2 doc/example mismatches and quantization errors are unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 apex RMSNorm leak is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "A T5 Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag in a trust-remote-code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT unpacking failure is a different bug from trainer.evaluate() failing after train()." + "reason": "Unpacking Qwen3.5 input embeddings in TRL is a different bug from `trainer.evaluate()` failing after `trainer.train()`." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "FSDP2 shared_kv_states rebuild bug is not the same as a missing gradient-checkpointing capability flag." + "reason": "Gemma-4 FSDP2 shared-kv state rebuilding is unrelated to a missing gradient-checkpointing capability flag." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline hub behavior, but one is cache loading and the other is an unconditional model_info() call in a regex patch." + "reason": "Both mention offline mode, but one is generic cache loading and the other is the specific `_patch_mistral_regex` `model_info()` call path." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are distinct problems." + "reason": "Eval-mode gradient checkpointing is unrelated to abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor syncing does not match LayoutLMv2 NER/batched padding crashes." + "reason": "Special-token post-processor refresh is not the same bug as LayoutLMv2 NER/padding/truncation crashes." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to custom model initialization in notebooks." + "reason": "SigLIP2 wrong outputs and CamemBERT masked-LM regressions are different model-specific inference bugs." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to CPU offload compatibility in Qwen3.5 MoE rotary embedding." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different models and symptoms: SigLIP2 pipeline output issue vs CamemBERT MLM regression." + "reason": "RMSNorm memory leak in T5 is unrelated to CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to T5 RMSNorm leak." + "reason": "CUDA assert with Qwen3 auto device mapping is a different failure from an Apex RMSNorm leak in T5." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Zero3/BertModel init failure and fbank feature extraction issue are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization breaking in Transformers 5.0.0." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is a different bug from quantization/offloading behavior." + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Shared tokenizer-regex terminology, but one is an AttributeError in _patch_mistral_regex and the other is a Kimi tokenizer codec regression." + "reason": "Both involve tokenizer/Mistral-regex warnings, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/regression issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel initialization and `_torch_extract_fbank_features()` are unrelated code paths." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example problems are unrelated to offloading with quantization." + "reason": "SigLIP2 example/quantization issues are unrelated to offloading behavior with quantization." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to PEFT local checkpoint loading." + "reason": "Qwen2.5-VL iterable dataset failures are unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer codec/regression bug is unrelated to list_repo_files needing to forward revision." + "reason": "Tokenizer regression around codec handling is not the same as `list_repo_files` failing to forward `revision`." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and GenerationMixin import failure are completely different issues." + "reason": "Void segmentation-map processing and `GenerationMixin` import errors are entirely different issues." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Audio fbank extraction and TOKENIZER_MAPPING_NAMES handling are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is a different bug from DAC latent decoding mismatch." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "BitNet packed-weight loading and DAC.from_latents missing-STE behavior are different models and code paths." + "reason": "Audio feature extraction is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Special-token decode bug in BigBirdTokenizer is unrelated to BitNet accelerate-loading behavior." + "reason": "BigBird special-token decode behavior is unrelated to BitNet packed-weight loading." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to Gemma 3n audio_mel_mask name collision." + "reason": "Qwen3OmniMoe video-input validation is unrelated to Gemma 3n's `audio_mel_mask` name collision." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment regression and RTDetrV2 output mismatch are separate model-specific bugs." + "reason": "Missing CLIP attentions assignment is unrelated to RTDetrV2 output differences in v5." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging is unrelated to zero-loss classification with num_labels=1." + "reason": "Input validation error messaging and single-label-classification zero-loss behavior are distinct bugs." } ] }, @@ -4737,13 +4741,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:30064", "issue:36331", @@ -4758,6 +4762,7 @@ "issue:43540", "issue:43550", "issue:43577", + "issue:43606", "issue:43643", "issue:43644", "issue:43653", @@ -4774,7 +4779,6 @@ "issue:44442", "issue:44448", "issue:44488", - "issue:44561", "issue:44671", "issue:44811", "issue:44821", @@ -4783,7 +4787,6 @@ "issue:44898", "issue:44977", "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45084", @@ -4796,8 +4799,8 @@ ], "soft_pairs": [ "issue:43550|issue:45072", - "issue:43295|issue:45834", "issue:43388|issue:46032", + "issue:43295|issue:45834", "issue:43550|issue:43819", "issue:43716|issue:44008", "issue:44062|issue:44488", @@ -4810,209 +4813,209 @@ "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:43782|issue:44977", + "issue:30064|issue:36331", "issue:41720|issue:44991", "issue:43577|issue:43818", - "issue:44821|issue:45084", "issue:39692|issue:45834", "issue:45584|issue:45834", + "issue:44821|issue:45084", "issue:44186|issue:44442", - "issue:44561|issue:45020", - "issue:43644|issue:43749" + "issue:43644|issue:43749", + "issue:43606|issue:45072" ], - "prepared_review_unit_hash": "3bceb5a717713e7f592f2822df3a21298b7eb768bad6588e8f8ebd2e08cdd7b6", + "prepared_review_unit_hash": "3352a414815bd78650a470c62e42218d82888df24de4ef7614787f1b4ba2720f", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36053, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many pairs share broad Transformers/tokenizer/vision/remote_code wording, but they describe different failure modes, models, and code paths. I do not see any safe duplicate/merge candidates among the soft edges; the closest thematic grouping is around recent v5 / remote_code / tokenizer-loading regressions.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45020 is the broadest umbrella among the set, covering recent Transformers regressions affecting remote_code-based models; it best matches the recurring theme behind several nearby tokenizer/config-loading reports.", + "summary": "The set is highly heterogeneous: nearly every soft pair is about a different model, tokenizer, or failure mode, so I reject all candidate duplicate edges. There are no PRs in the cluster. If a single issue must be picked as a representative, 45081 is the closest fit because it directly centers the shared `_patch_mistral_regex` code path, but the overall cluster still does not form one coherent bug thread.", + "confidence": 0.9, + "canonical_issue_reason": "No true cluster-wide canonical issue exists; 45081 is only the closest representative because it is the most concrete `_patch_mistral_regex` failure and aligns with the only clearly related pair in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative issue for this cluster because it is general, clearly stated, and could subsume adjacent remote_code/tokenizer loading regressions better than the narrower bug reports.", + "best_issue_reason": "45081 is the best representative of the narrow Mistral-regex subthread: it names the exact failing helper and a specific loading path, whereas the rest of the items are unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different models and bugs: torch.compile/SDPA behavior for Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different models and different failure modes: SDPA/torch.compile issue vs bfloat16 dtype mismatch in a separate wrapper." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Unrelated regressions: processor.tokenizer/images regression vs Kosmos2.5 long OCR index error." + "reason": "Different code paths: metric gathering drops tuple labels in the last batch, while Mamba2Mixer returns incorrect cache results for seq_len > 1." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Different subsystems: metric label truncation in gather_for_metrics vs Mamba2 use_cache correctness." + "reason": "One is a processor/tokenizer regression; the other is a Kosmos2.5 OCR long-input index error." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Both are runtime failures, but the code paths are unrelated: compile/SDPA vs DAC.from_latents/forward mismatch." + "reason": "Unrelated bugs: torch.compile+SDPA failure versus DAC latent/STE forward mismatch." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Separate model bugs: image preprocessor/model dtype mismatch vs Gemma3n variable name collision in forward()." + "reason": "Both touch multimodal inputs, but the bugs differ: dtype mismatch in preprocessing versus an AttributeError from a variable name collision." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer-related, but not the same bug: AddedToken special-kwarg duplication vs loading a specific tokenizer model." + "reason": "Both concern tokenizer loading, but one is an AddedToken keyword conflict and the other is a model-specific load failure; not the same underlying bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Completely different failure modes: Llava Next load segfault vs MPS int histogram unsupported in moe code." + "reason": "A segfault while loading Llava Next is not the same as an MPS histogram/int limitation in MoE code." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are config/model bugs, but one is sparse-layer creation and the other is RoPE-layer dropping; different underlying changes." + "reason": "Different configuration bugs: sparse layer creation at zero layers versus RoPE layer count mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different components and symptoms: LayoutLMv2 tokenizer NER/padding crash vs Perceiver image classification with non-default resolution." + "reason": "Tokenizer crashes on NER/padding are unrelated to Perceiver interpolation failures on non-default image sizes." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Not the same issue: BigBirdTokenizer special-token registration vs DAC latent/forward mismatch." + "reason": "Tokenizer special-token registration/decoding is unrelated to the DAC missing-STE latent path." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both mention contract/regression style problems, but one is non-persistent buffer corruption and the other is cache sequence-length return type." + "reason": "A from_pretrained buffer corruption regression is unrelated to StaticCache returning a tensor instead of an int." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different regression targets: Qwen3-MoE sliding_window behavior vs trust_remote_code config field loss." + "reason": "Sliding-window handling for Qwen3-MoE and trust_remote_code config field loss are different subsystems and bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but distinct bugs: unconditional model_info() network access vs backend_tokenizer attribute crash." + "reason": "They share `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a missing `backend_tokenizer` attribute; related helper, distinct failures." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Missing fields from trust_remote_code is not the same as strict config rejection for granite_speech." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different model families and failures: Qwen3OmniMoe video input ValueError vs qwen2.5-vl vision_position_ids issue." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "Unrelated domains: image processor segmentation-map handling vs CustomTrainer.compute_loss signature error." + "reason": "Different multimodal paths and errors: video input parsing in Qwen3OmniMoe versus wrong vision_position_ids in Qwen2.5-VL." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are output regressions in v5, but different models and behaviors: Pegasus generation vs CamemBERT masked LM predictions." + "reason": "These are different regression symptoms across different models: Pegasus output drift versus CamemBERT masked-LM prediction errors." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer/post-processing related, but different bugs: runtime special-token updates vs Whisper batch_decode skip_special_tokens handling." + "reason": "Special-token post-processor updating is not the same as Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen variants and failures: weight_only loading error vs flash-attention generation correctness." + "reason": "Qwen3VL weight-only loading failure and Qwen3.5 flash-attention generation issues are separate bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Completely unrelated: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a RoBERTa model." + "reason": "Auto device-mapping cuda asserts and tokenizer loading for a specific model are not the same bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Both are multimodal model reports, but one is dtype persistence in BLIP2 and the other is Llava Next architecture/weights problem." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "Different failures: loading AutoImageProcessor from URL vs template compilation error." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Kosmos2.5 OCR index handling." + "reason": "Documentation/example mistakes are not the same as a long-OCR input indexing bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug and Kosmos2.5 OCR index error are unrelated code paths." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both are tokenizer problems, but for different tokenizers and crashes; not a single underlying bug." + "reason": "AutoImageProcessor URL loading and a template compilation TypeError are completely different failures." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Related only at a high level (v5 remote_code breakage), but these are not the same concrete bug or fix." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different code paths." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both are transformer loading regressions, but one corrupts non-persistent buffers while the other breaks FSDP CPU RAM efficient loading." + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are distinct regression classes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." } ] }, @@ -5028,13 +5031,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28218", "issue:29159", @@ -5047,7 +5050,6 @@ "issue:43526", "issue:43577", "issue:43582", - "issue:43606", "issue:43650", "issue:43653", "issue:43697", @@ -5067,6 +5069,7 @@ "issue:44485", "issue:44509", "issue:44554", + "issue:44561", "issue:44610", "issue:44671", "issue:44805", @@ -5085,14 +5088,14 @@ "issue:45834" ], "soft_pairs": [ - "issue:43606|issue:45072", + "issue:44561|issue:45020", "issue:44479|issue:45834", "issue:43825|issue:43994", - "issue:34634|issue:36010", "issue:43577|issue:43582", + "issue:34634|issue:36010", "issue:44805|issue:44936", - "issue:44485|issue:44509", "issue:44671|issue:45701", + "issue:44485|issue:44509", "issue:43825|issue:43827", "issue:28218|issue:29159", "issue:44610|issue:45072", @@ -5108,207 +5111,207 @@ "issue:44060|issue:44368", "issue:34634|issue:36331", "issue:43653|issue:44912", + "issue:43526|issue:44554", "issue:43742|issue:45020", "issue:45084|issue:45538", - "issue:43526|issue:44554", "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "9c4125658a2713a99f4f9b48866c41c27b296475a5938e2a2f4a0534b6994bfc", + "prepared_review_unit_hash": "1e5639b7cf01eab508519037682b7ddb794ea313abf2b131e6883aa46572cc35", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35505, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 35502, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across tokenizers, model loading, processors, and v5 regressions. The only clear duplicate-like pair is the tokenizer spacing/inconsistency reports; a couple of others are thematically related but not the same concrete bug.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: it covers recent-version breakage for models using `remote_code`, which matches the cluster\u2019s general pattern of version-regression/loading failures and has the strongest overall signal among the issues.", + "summary": "Mostly a heterogeneous set of issues with a few weak duplicate-like pairs. The clearest matches are tokenizer spacing/inconsistency (#28218/#29159) and v5 pipeline-removal docs/error-message cleanup (#43825/#43827). The rest look like false-positive similarity across unrelated subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into unrelated topics. If forced to pick a representative, #29159 is the best fit for the tokenizer duplicate subgroup because it states the broader slow/fast inconsistency that subsumes #28218.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is broad, well-discussed, and captures the most general regression theme; the rest are narrower point bugs.", + "best_issue_reason": "#29159 is the strongest issue representative among the clear duplicates: it is broader and more canonical than #28218 for the tokenizer-spacing/inconsistency bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both are model-loading/runtime mismatches, but they affect different subsystems and different concrete failure modes (CPU offload device mismatch vs dtype mismatch)." + "reason": "Related remote-code breakage, but #45020 is a broader umbrella report and not clearly the same concrete code-path as the is_torch_fx_available removal in #44561." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both involve multimodal/video-style inputs, but the model families and bugs differ: a v5 video-input regression versus an OCR long-input index error." + "reason": "Both are model/input regressions, but they involve different models and failure modes; no evidence they are the same underlying bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a wrong error message about removed translation pipelines; the other is incorrect outputs from AutoModel/pipeline on SigLIP. Same broad area, not the same bug." + "reason": "Shared mention of pipeline() is too broad; one is a v5 error-message/docs cleanup issue, the other is a model output regression." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Completely different problems: BarkProcessor voice preset handling versus a GenerationMixin import error." + "reason": "Completely different problems: BLIP2 dtype handling versus an Apple Silicon allocator warmup TypeError." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different code paths and symptoms: Blip2 dtype propagation versus an Apple Silicon allocator warmup TypeError." + "reason": "Unrelated: BarkProcessor voice_preset behavior versus a GenerationMixin import error." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "These are unrelated failures: a tensor mask shape mismatch versus trainer.evaluate() failing after training." + "reason": "Different failures in different code paths; one is a mask shape/indexing error, the other is train-then-evaluate failure." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "One is a GLM-5 RoPE implementation discussion; the other is a docs cleanup issue about removed pipeline tasks." + "reason": "Too vague to treat as the same bug; one is a CamemBERT MLM regression, the other is a broad tokenization-version complaint." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "One is a CamemBERT masked-LM regression; the other is a generic tokenization-version change report. Not the same underlying bug." + "reason": "Unrelated: GLM-5 RoPE discussion versus docs still mentioning removed pipeline tasks." }, { "left": "issue:43825", "right": "issue:43827", - "accept": false, - "reason": "Both are about pipeline removals in v5, but one is runtime/error-message behavior and the other is documentation references; too broad to treat as one bug." + "accept": true, + "reason": "Both track the same v5 pipeline-removal cleanup: stale translation/summarization pipeline references, one in runtime messaging and one in docs." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Both point to the same tokenizer added-token inconsistency, especially around spacing/slow-vs-fast behavior, and look plausibly fixable by one tokenizer patch." + "reason": "Same tokenizer symptom family; #29159\u2019s slow-vs-fast inconsistency is the broader statement of the added-token extra-space bug in #28218." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different issues: processor image-size mismatch versus dtype mismatch in inference." + "reason": "Both are inference regressions, but they affect different models and different tensor/dtype paths." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading in BitNet and dtype mismatches in SwitchTransformers/TimmWrapper are separate bugs." + "reason": "Different issues: packed-weight loading for BitNet versus dtype mismatch in inference." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL failures: from_pretrained weight_only loading versus RoPE/position-id scaling." + "reason": "Different Qwen VL bugs with different failure modes; not the same underlying change." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated: packaging/backend dependency selection versus a tokenizer regex patch crash." + "reason": "Unrelated dependency/backend packaging issue versus a tokenizer regex crash." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading paths, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling; not the same bug." + "reason": "Both concern loading, but they are distinct loader code paths and distinct failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are AttributeErrors during loading, but they arise from different objects and different processor/tokenizer code paths." + "reason": "Different processor/tokenizer crashes with unrelated causes." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Different runtime environments and failures: Apple Silicon allocator warmup TypeError versus CUDA float16 AMP loss crash." + "reason": "No meaningful overlap: allocator warmup on Apple Silicon versus float16 AMP loss crash on CUDA." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The first is a vague data request; the second is a reproduction issue for another bug. No duplicate signal." + "reason": "No substantive duplicate signal; one is a placeholder-like issue, the other is a reproduction of a separate bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC.from_latents/STE mismatch are unrelated." + "reason": "Different domains and failure modes: audio processor sampling-rate defaulting versus DAC latent conversion mismatch." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different model families and failure modes: Beit label reduction bug versus RTDetrV2 output differences in v5." + "reason": "Different vision-model bugs; one is label reduction in an image processor, the other is an RT-DETRv2 output regression." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weight warnings in Qwen models, but the titles suggest different manifestations and model variants; not enough to call the same concrete bug." + "reason": "Both mention tied-weight warnings, but the concrete causes and affected code paths differ." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark processor voice_preset and CustomTrainer.compute_loss signature changes are unrelated." + "reason": "Completely unrelated: BarkProcessor behavior versus Trainer compute_loss signature breakage." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are completely different issues." + "reason": "Different bugs in different subsystems; tokenizer special-token registration versus MXFP4 quantization loading." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond both being model bugs; the code paths are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific key error while loading one model is not the same concrete issue as the broader remote_code regression report." + "reason": "Loading a specific MobileLLM checkpoint is not the same concrete issue as the broader remote_code regression report." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation failure and an extreme `model_max_length` setting are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "Beit label reduction and an MPS attention correctness issue are separate bugs." + "reason": "Unrelated template compilation error versus CLIPTokenizer max-length behavior." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "One is a multimodal-token-counting video-branch bug; the other is stale auto_mappings config references. Different code paths." + "reason": "Different areas entirely: multimodal token counting versus auto-mapping references." } ] }, "evaluator_result": { "accept": true, - "feedback": "The review is conservative and grounded in the packet. The cluster summary correctly frames most items as unrelated or only loosely thematically similar, and the one accepted pair (issue:28218 / issue:29159) is plausibly the same tokenizer bug from the titles alone. The canonical issue choice of issue:45020 is also reasonable as the broadest representative of the regression/loading-failure theme. I did not see an overstatement of duplicate evidence in the soft-edge verdicts." + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate-like pairs are reasonably supported, and the rest are appropriately rejected as weak or unrelated similarities." }, "evaluator_used": true, "retried": false, @@ -5321,13 +5324,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:34567", "issue:36010", @@ -5379,11 +5382,11 @@ "issue:45859" ], "soft_pairs": [ - "issue:44589|issue:45042", "issue:43746|issue:44811", + "issue:44589|issue:45042", "issue:43452|issue:44991", - "issue:43638|issue:44936", "issue:44387|issue:44617", + "issue:43638|issue:44936", "issue:45459|issue:45803", "issue:36010|issue:43645", "issue:43819|issue:43927", @@ -5394,230 +5397,233 @@ "issue:43720|issue:44610", "issue:38175|issue:44610", "issue:36010|issue:36331", - "issue:43531|issue:45042", "issue:43454|issue:43577", "issue:43257|issue:43696", + "issue:43531|issue:45042", "issue:43262|issue:44811", - "issue:42490|issue:43257", "issue:43329|issue:44479", + "issue:42490|issue:43257", "issue:43643|issue:45759", "issue:43749|issue:44756", - "issue:43329|issue:43450", "issue:34567|issue:40990", + "issue:43329|issue:43450", "issue:43606|issue:45859", "issue:44568|issue:45356", "issue:43257|issue:43931", "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "84dba4b135a6b0e21decee58db714d8cf58a6e7292e4cc5680e664d20ecfd4c8", + "prepared_review_unit_hash": "881ead1cbc360c7662fbd9df84a5ff786572f93755faeaf8e607968ade0150cd", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36621, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, multimodal, training, or memory bugs. I found no convincing duplicate core; the closest theme is broad tokenizer/regression reports, but even those are different code paths and failure modes.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 45701 is the broadest representative item here: it describes a version-dependent tokenization regression with multiple downstream reports, so it best captures the widest cross-cutting symptom in an otherwise mixed cluster.", + "summary": "The items are mostly unrelated transformers bugs across tokenizer loading, training, vision/audio processors, quantization, and model-offload paths. Only one soft pair looks like the same underlying regression (video-path handling in VLM processors); the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report in the set and the only one phrased as a cross-version tokenizer regression, so it is the least-bad anchor even though the cluster is too heterogeneous to truly canonicalize around it.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the best single issue candidate because it is broad, externally corroborated, and more representative of the cluster than the many highly specific model- or feature-specific bugs.", + "best_issue_reason": "Issue 45701 is the best overall anchor available: open, broad, and already referenced by multiple related reports, but it still only fits a small slice of the set rather than the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Float8 storage lookup failure and image processor torchvision dependency are different subsystems and different failure modes." + "reason": "Different code paths: local PEFT checkpoint loading vs Whisper batch_decode special-token handling." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Local checkpoint/PEFT loading bug and Whisper batch_decode special-token handling are unrelated code paths." + "reason": "Unrelated failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is a specific tokenizer regression for one model." + "reason": "Both involve loading, but one is gguf_file/from_pretrained breakage and the other is a tokenizer regression for a specific model." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Deepspeed ZeRO3 index error and trainer.evaluate() failing after train are distinct trainer bugs." + "reason": "Different problems: int4 quantization memory growth vs a video model OOM." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both mention OOM, but the model, trigger, and underlying cause are different." + "reason": "Separate training bugs: Zero3/BERT index error vs evaluate() failing after train()." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern exception handling, but they affect different functions and different tokenizer error paths." + "reason": "Both hide errors, but in different tokenizer/tensor conversion functions and with different triggers." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization regression are unrelated." + "reason": "Different regressions: GenerationMixin import failure vs Jupyter custom-model initialization." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents STE mismatch and DiaConfig token-ID loss on save/load are different model/config issues." + "reason": "Different model-specific bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure and MXFP4 quantization fallback are separate inference/loading problems." + "reason": "Separate model-path failures: torch.compile/SDPA on Bamba vs MXFP4 loading fallback on gpt-oss." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-family reports, but one is a loading/test issue and the other is flash-attention generation behavior." + "reason": "Different models and symptoms: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal video token counting are different bugs." + "reason": "Different subsystems: Qwen3-MoE loading/conversion vs multimodal video token counting." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors and quantization fallback/OOM behavior are unrelated." + "reason": "Docs/example errors for SigLIP2 are unrelated to gpt-oss quantization fallback." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading in accelerate and processor image-size mismatch are not the same defect." + "reason": "Different defects: BitNet packed-weight loading vs OmDet processor image-size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities and input-resolution mismatch are different model issues." + "reason": "No shared underlying bug: zero probabilities in SigLIP2 vs wrong processor shape for OmDet." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and custom compute_loss kwarg compatibility are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Import error and custom trainer signature change are distinct regressions." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight-tying failure in AyaVision and dtype propagation failure in Blip2 are different initialization bugs." + "reason": "Different model issues: AyaVision weight tying vs BLIP2 dtype remaining float32." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE loading/conversion and GPT-oss OOM are unrelated symptoms and fixes." + "reason": "Qwen3-MoE load/conversion bug and GPT-oss OOM are unrelated." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Audio chat-template sampling-rate default and Whisper batch_decode special-token handling are different processor behaviors." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PIL/torchvision dependency regression." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Local-path trailing-slash warning and Qwen3 MoE loading are unrelated." + "reason": "Both are audio-related, but sample-rate defaults and batch_decode skip_special_tokens are different bugs." }, { "left": "issue:43329", "right": "issue:44479", + "accept": true, + "reason": "Both point to the same broken video-path handling in VLM/Qwen video processing; a fix to the video branch could plausibly cover both." + }, + { + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Both are video/VLM related, but one is an undefined-variable bug in token counting and the other is a broader model-specific regression; not enough evidence they are the same fix." + "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing config fields with trust_remote_code and unwrapping text_config for composite multimodal configs are different config-loading bugs." + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs unwrapping text_config for composite multimodal configs." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-management problems." + "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading issues." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Video token-count helper bug and batched video processor shape bug are different layers of the stack." + "reason": "Trainer token counting and gpt-oss perplexity are unrelated." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + "reason": "Undefined video token-count helpers and batched video processor shapes are different defects." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch and rotary embedding CPU-offload incompatibility are related only by offload context, not the same code-path bug." + "reason": "Both mention CPU offload, but Bark device mismatch and Qwen3_5Moe rotary embedding incompatibility are different model-specific issues." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token handling for mdeberta and Kimi codec handling are different tokenizer regressions." + "reason": "Distinct tokenizer regressions affecting different models and different failure mechanisms." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion failure and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Qwen3-MoE loading/conversion and Qwen3-VL weight-shape mismatch are separate model-loading problems." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug and broad tokenization-version regression are different APIs and failure modes." + "reason": "Qwen3.5 hidden-state output bug is not the same as the broad tokenizer-version-change report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is plausibly the same video-path regression, and the rest of the rejections are appropriately cautious. The anchor/canonical issue choice is defensible as a broad version-regression umbrella, with the limitation that it only fits part of the cluster." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5626,13 +5632,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:24643", "issue:28282", @@ -5641,7 +5647,6 @@ "issue:33357", "issue:34567", "issue:34689", - "issue:38175", "issue:41720", "issue:42175", "issue:42915", @@ -5666,10 +5671,9 @@ "issue:44488", "issue:44560", "issue:44568", + "issue:44737", "issue:44821", - "issue:44898", "issue:44912", - "issue:44938", "issue:44987", "issue:44991", "issue:45042", @@ -5680,276 +5684,270 @@ "issue:45405", "issue:45488", "issue:45538", + "issue:45588", "issue:45907", "issue:45987" ], "soft_pairs": [ - "issue:44568|issue:45488", "issue:29159|issue:34567", - "issue:44291|issue:45042", + "issue:44568|issue:45488", "issue:42915|issue:43742", + "issue:44291|issue:45042", "issue:42915|issue:44821", "issue:44987|issue:45538", + "issue:43452|issue:43582", "issue:43697|issue:45357", "issue:41720|issue:43540", - "issue:42915|issue:45538", - "issue:43452|issue:43582", - "issue:43927|issue:44912", "issue:44479|issue:45381", + "issue:43927|issue:44912", "issue:33357|issue:34567", - "issue:42175|issue:43824", + "issue:42915|issue:45538", "issue:43540|issue:44479", - "issue:43317|issue:45538", + "issue:42175|issue:43824", "issue:43540|issue:44560", - "issue:43257|issue:43756", + "issue:43317|issue:45538", "issue:44987|issue:45907", + "issue:43257|issue:43756", "issue:44062|issue:44991", "issue:24643|issue:29159", "issue:45137|issue:45405", "issue:43577|issue:45072", "issue:28282|issue:34689", "issue:43742|issue:44291", - "issue:42175|issue:44488", - "issue:42175|issue:44938", - "issue:42915|issue:43749", "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:42175|issue:44488", "issue:28282|issue:29127", "issue:43404|issue:45987", - "issue:38175|issue:44898", - "issue:43582|issue:43782" + "issue:43582|issue:43782", + "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "0ac98a271c4a3f700608e1a5113758e90d14895c0fe2aec50f95700577aac904", + "prepared_review_unit_hash": "2b1bcfb690569fcf50f00c1bd5026452cde78ddb5bb59a064d14e5ecaf201ea9", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37643, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across different subsystems. Only the Qwen2.5-VL / Qwen3 VL video-input regression pair looks like the same underlying bug; the rest are false-positive similarity matches.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44479 is the best umbrella representative here: it describes a concrete 5.3.0 video-input regression across multiple Qwen VL variants, and it cleanly covers the one true duplicate-like pair in this set.", + "summary": "This set is mostly a grab bag of unrelated bugs: tokenizer regressions, model-loading failures, quantization/device-map issues, DeepSpeed/FSDP problems, and a few video-input issues. I found one plausible duplicate subgroup in the Qwen VL video regression area; the rest are too different to merge.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative is needed, issue 44479 is the best umbrella for the only clear duplicate subgroup: it covers the broader Qwen VL video-input regression, while 45381 is a narrower model-specific repro. The overall cluster is too heterogeneous for a single true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest canonical candidate because it is broad, version-specific, and well-scoped to the shared Qwen video-input regression path.", + "best_issue_reason": "44479 is the strongest representative issue among the items because it is the broadest and most actionable report in the only plausible duplicate subgroup. It is not a good representative for the rest of the cluster, which is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both are tokenizer-related, but they describe different bugs on different models and code paths." - }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "One is tokenizer inconsistency; the other is a TrainerState token-count tracking issue." + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking; different subsystems and failure modes." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Unexpected init-empty-weights argument handling vs image processor torchvision dependency are unrelated." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override bug in LlamaTokenizer; not the same underlying change." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3MoE FP8 failure and MobileLLM key error are different model-loading problems." + "reason": "Different models and different loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is unrelated to PIL backend requiring torchvision." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to loading AutoImageProcessor from URL." + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL-loading behavior." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Tokenizer/model-loading failure for one repo does not match the CLIPTokenizer model_max_length bug." + "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length constant bug; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon warmup TypeError; different code paths." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regressions: one changes RTDetr outputs, the other saves incorrect Qwen3.5 visual encoder keys." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "CUDA assert during auto device mapping is a different failure from Qwen3OmniMoe video input parsing." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FP8 config loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "CUDA assert with auto device mapping vs Qwen3OmniMoe video ValueError; not the same bug." }, { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF loading/tokenizer issues and AppleSilicon allocator warmup TypeError are different code paths." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, centered on incorrect video position IDs; one is the umbrella report and the other a specific repro." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization falling back to bf16." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same 5.3.0 Qwen2.5-VL video-input regression; 45381 is a narrower symptom of the broader bug in 44479." + "reason": "DiaConfig save/load custom-token-ID corruption vs MXFP4 quantization fallback to bf16; unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on a CLIP community model is unrelated to TrainerState token counting." + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState token counting." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Backend packaging dependency mismatch and missing Qwen2.5-VL symbol are different issues." + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length bug do not share a concrete code path." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different Qwen video bugs: one is a ValueError processing video inputs, the other is a broader v5.3.0 regression report." + "reason": "Different Qwen model families and different symptoms; not a single duplicate fix." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Device-map/offload dequantization failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "Package/backend dependency issue vs missing Qwen2_5_VL class export; unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video inputs, but they are different models and symptoms." + "reason": "Video-input ValueError and StopIteration in Qwen3-vl-embedding are separate regressions." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Qwen3 MoE weight-conversion failure is unrelated to Smollm3 RoPE-layer dropping." + "reason": "Device-map/offload loading failure vs tokenizer max_length bug; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + "reason": "Model loading regression vs repository listing not forwarding revision; different APIs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE deepspeed loading issue and Smollm3 RoPE-layer mismatch are unrelated model bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-flag duplication and tokenizer loading failure for EMBEDDIA/est-roberta are not the same bug." + "reason": "AddedToken special-argument TypeError vs tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight shape error is unrelated to tokenizer fast/slow inconsistency." + "reason": "DeepSpeed training weight-shape error vs tokenizer consistency issue; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT minimum-version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump issue; not the same underlying problem." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different model families and different loading/inference paths." + "reason": "Both mention dtype mismatches, but they affect different models and code paths." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import error is not the same as Llama 3.2 Vision model-loading breakage." + "reason": "Generic missing-PyTorch ImportError vs Llama 3.2 Vision model-loading regression; different causes." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights argument incompatibility are different failures." + "reason": "Key error on MobileLLM loading is unrelated to unexpected init_empty_weights argument handling." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Packaging/backend selection issue and model loading failure for cjvt/sleng-bert are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Packaging backend contents and Python 3.14 load failure are different problems." + "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video-position regression; not the same report." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading bug are distinct distributed-loading issues." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen2.5-VL video-position-id bug." + "reason": "Backend packaging mismatch is unrelated to loading a specific model that fails." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "AutoModel missing PyTorch and LayoutLMv3 box-validation messaging are unrelated." + "reason": "PyTorch-not-found ImportError and LayoutLMv3 error messaging are unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying bug and StaticCache sequence-length contract bug are different code paths." + "reason": "Mistral3 lm_head tying bug and StaticCache seq_length contract bug are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Siglip2 zero-probability outputs and Perceiver resize failures are different image-model bugs." + "reason": "Apple Silicon warmup TypeError vs Qwen3VL weight_only loading error; different layers of the stack." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "AppleSilicon allocator TypeError and Qwen3VL weight_only load error are unrelated." + "reason": "XLNet CPU allocation bug and flash_attention s_aux=None crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are clearly cross-subsystem mismatches, and the single accepted Qwen video-input pair is the only plausible duplicate-like match. The soft-edge verdicts are conservative overall." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:44479 vs issue:45381, is well supported by the titles and the clustering signal as a Qwen VL video-input regression subgroup. The rest of the pairwise rejections are cautious and consistent with the packet\u2019s heterogeneous issue set. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -5962,18 +5960,19 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:24643", "issue:29127", "issue:34567", "issue:36331", + "issue:38175", "issue:41762", "issue:43452", "issue:43493", @@ -5994,7 +5993,6 @@ "issue:44514", "issue:44589", "issue:44625", - "issue:44737", "issue:44792", "issue:44821", "issue:44877", @@ -6005,6 +6003,7 @@ "issue:45042", "issue:45081", "issue:45216", + "issue:45290", "issue:45325", "issue:45357", "issue:45372", @@ -6012,7 +6011,6 @@ "issue:45381", "issue:45405", "issue:45479", - "issue:45588", "issue:45600", "issue:45823", "issue:45920", @@ -6020,217 +6018,227 @@ "issue:46170" ], "soft_pairs": [ - "issue:44737|issue:45588", + "issue:38175|issue:44898", "issue:43540|issue:45823", "issue:43526|issue:45479", "issue:43493|issue:43994", - "issue:44291|issue:44821", "issue:43756|issue:45325", "issue:34567|issue:36331", "issue:44913|issue:46121", + "issue:44291|issue:44821", "issue:44062|issue:45081", "issue:44792|issue:44964", - "issue:45042|issue:45081", "issue:45357|issue:45920", "issue:43452|issue:44488", + "issue:45042|issue:45081", "issue:43742|issue:44589", - "issue:43531|issue:44821", "issue:43643|issue:45375", + "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:43697|issue:45216", "issue:44625|issue:44877", - "issue:43720|issue:44898", - "issue:24643|issue:29127", "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:43720|issue:44898", "issue:45372|issue:46170", "issue:41762|issue:44936", - "issue:43688|issue:43749" + "issue:43688|issue:43749", + "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "2e7b5e427da48904ec8df9e9f1cd6ff18a2294f8ecf6757c7f10be2e50765bb8", + "prepared_review_unit_hash": "c67ca252fd3d28fdfc4e07f9f349cf3ba92b62212d6a8885984eaf3f231cb49f", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35649, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "soft_pair_count": 26, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bugs across training, config loading, tokenization, multimodal processors, and model-specific regressions. None of the soft edges is strong enough to merge as the same underlying defect, so I would not consolidate any of them.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "Mostly a set of unrelated issue reports; only the SigLIP2 reports look like duplicates of the same underlying model regression. No PRs are present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43994 is the clearest representative of the SigLIP2 failure cluster: it names the model, the wrong-output symptom, and includes broader reproduction context than the shorter duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43994 is the best overall issue candidate because it most directly captures the shared SigLIP2 bug and is the most actionable summary of the regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different code paths and symptoms: XLNet CPU-bound positional encoding vs a flash-attention AttributeError in sink-less models." + "reason": "Different models and different failures: SigLIP2 zero probabilities vs Perceiver image-classification resolution handling." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: Qwen3OmniMoe video input processing vs Gemma4 PLE device placement during forward." + "reason": "Unrelated code paths: Qwen3OmniMoe video-input validation vs Gemma4 PLE device placement under device_map=auto." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is an image processor label-reduction bug; the other is a sequence-classification loss issue with num_labels=1." + "reason": "Different bugs in different stacks: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across models." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but one is a HF-vs-JAX implementation discrepancy and the other is a specific AutoModel/pipeline symptom; not clearly the same bug." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized handling vs loading AutoImageProcessor from URL." + "accept": true, + "reason": "Both point to the same SigLIP2 model regression producing incorrect/nonsensical outputs; the JAX-vs-HF discrepancy is a plausible description of the same underlying bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but the bugs are model-specific and different: dropped RoPE layers vs wrong temporal position scaling." + "reason": "Both mention Qwen2.5-VL/rope-related behavior, but one is about Smollm3 RoPE-layer dropping while the other is a still-image temporal position-id scaling bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature regression are different issues." + "reason": "TrainerState token counting and CustomTrainer compute_loss argument handling are separate trainer issues." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope config handling, but one is silent default reversion on reload and the other is a TypeError in validation for JSON-loaded lists." + "reason": "Config persistence of rotary_pct is unrelated to rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to AutoImageProcessor-from-URL loading." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs: AddedToken special-kwarg duplication vs backend_tokenizer missing during Mistral regex patching." + "reason": "Tokenizer AddedToken keyword collision and Mistral regex patch crashing on backend_tokenizer are different tokenizer failures." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and failure modes: janus image-generation test failure vs Phi-4 multimodal load failure." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Unrelated subsystems: PIL image processors requiring torchvision vs a Mistral tokenizer regex patch crash." + "reason": "A failed janus test and a Phi-4 multimodal loading failure are not the same concrete bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regression classes: Qwen3.5 save_pretrained key handling vs AutoTokenizer returning wrong token IDs across several models." + "reason": "Qwen3.5 save_pretrained visual-key regression is separate from the broad AutoTokenizer token-ID regression across many models." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but one is a gguf_file API break in auto loaders and the other is a specific model load failure; too broad to treat as one bug." + "reason": "Both involve loading, but gguf_file breakage and sleng-bert load failure do not look like the same underlying bug." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different load-time errors: MobileLLM key error vs missing Float8 storage object." + "reason": "PIL backend torchvision dependency enforcement is unrelated to Mistral tokenizer regex patching." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "MobileLLM loading key errors and missing Float8 storage are different loading/runtime failures." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern missing config fields, but one is generic AutoConfig remote-code loading and the other is a specific Qwen3.5 vision config field dropped by @strict." + "reason": "Both are config-related, but missing fields from trust_remote_code AutoConfig and a strict-dropped Qwen3_5MoeVisionConfig field are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Unrelated maintenance issues: PEFT minimum-version bump vs stale auto_mappings references." + "reason": "A version bump to an unreleased PEFT requirement is not the same as stale auto_mappings references to removed configs." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different problems: RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint regression affect different models and code paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Related only at a very high level; one is num_labels propagation between configs, the other is strict config loading for granite_speech." + "reason": "Missing num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Different model families and code paths: BitNet packed-weight loading vs Perceiver interpolation with non-default resolution." + "reason": "Both involve Qwen2.5-VL, but one is a chat-template batching crash and the other is incorrect video vision_position_ids; different concrete bugs." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different reports: DeepSpeed training weight-shape runtime error vs LayoutLMv3 error-message clarity." + "reason": "DeepSpeed training weight-dimension error and a LayoutLMv3 error-message clarity issue are not duplicates." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Same Qwen2.5-VL family, but one is a batched chat-template crash and the other is wrong video vision_position_ids; adjacent but not the same bug." + "reason": "BitNet packed-weight unpacking and Perceiver resolution/interpolation behavior are different subsystems and failures." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor loading via mistral_common and Windows ROCm torch.distributed import issues are unrelated." + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency errors are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different trainer/model flows: Gemma3 ZeRO-3 load-time index error vs trainer.evaluate() failing after train()." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are separate trainer/model issues." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Both involve training/loading infrastructure, but auxiliary-loss normalization and FSDP CPU RAM-efficient loading are distinct bugs." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general area, but the batched-padding crash and assistant-tool-call/no-content crash are distinct edge cases, not one concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:43493 and issue:43994, is phrased cautiously as a plausible shared SigLIP2 regression rather than a hard certainty. No PRs are present, and the other pairwise rejections look appropriately conservative." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6239,13 +6247,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28282", "issue:29159", @@ -6276,7 +6284,6 @@ "issue:44466", "issue:44484", "issue:44493", - "issue:44514", "issue:44568", "issue:44704", "issue:44743", @@ -6286,26 +6293,27 @@ "issue:44977", "issue:44991", "issue:45005", - "issue:45290", "issue:45356", "issue:45440", "issue:45491", + "issue:45542", "issue:45701", "issue:45704", "issue:45823", "issue:46002", - "issue:46050" + "issue:46050", + "issue:46178" ], "soft_pairs": [ - "issue:44514|issue:45290", "issue:43452|issue:44843", "issue:44493|issue:46050", "issue:43452|issue:43577", + "issue:45542|issue:46178", "issue:43819|issue:44811", "issue:44466|issue:45005", + "issue:44484|issue:44704", "issue:44936|issue:45823", "issue:30064|issue:33666", - "issue:44484|issue:44704", "issue:43295|issue:45356", "issue:44464|issue:44743", "issue:43653|issue:44361", @@ -6315,8 +6323,8 @@ "issue:28282|issue:33357", "issue:38175|issue:43295", "issue:28282|issue:35141", - "issue:45491|issue:46002", "issue:43653|issue:44568", + "issue:45491|issue:46002", "issue:43577|issue:43697", "issue:43688|issue:45704", "issue:44843|issue:44991", @@ -6324,234 +6332,231 @@ "issue:43646|issue:43749", "issue:29159|issue:33357", "issue:43688|issue:45701", - "issue:43531|issue:43742", "issue:43653|issue:43927", + "issue:43531|issue:43742", "issue:44464|issue:44977", "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "0ea78acd5e1a55eab854a1d5a9719e69f92f4cfa96ff4d54d723f37425939f87", + "prepared_review_unit_hash": "2905549850eb736208cb0756244fdf847bed48351211239af546588b86142b13", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain a clear duplicate set. The strongest topical overlap is around tokenizer/load-path regressions, but the pairwise evidence is mostly too weak or points to different concrete failure modes.", - "confidence": 0.32, - "canonical_issue_reason": "issue:43452 is the broadest representative of the recurring from_pretrained/tokenizer-loading regression theme, and it\u2019s the best fit for a mixed cluster with no single clean duplicate family.", + "summary": "This set is a broad mix of unrelated Transformers bugs. The soft pairs mostly share a subsystem theme (tokenizers, tied weights, generation, loading) but not the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43295 is the broadest representative of the tokenizer/processor regression subset, with clear user-facing breakage and a wider API impact than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the most central and broadly representative issue in the cluster, even though the cluster overall is not cohesive enough to support a tighter canonical duplicate.", + "best_issue_reason": "issue:43295 is the strongest overall representative for the cluster because it captures a broader regression surface around processor/tokenizer behavior rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggers differ: batched input with padding=False vs assistant messages with tool calls and no content." - }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Same loader area, but different concrete bugs: gguf_file support vs unconditional model_info() in offline regex patching." + "reason": "Both are tokenizer-loading failures, but gguf_file breakage and offline Mistral regex/model_info calls are different code paths and different bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different symptoms and paths: unexpected position-id keys after save/load vs NaNs after sinq quantization round-trip." + "reason": "Both relate to model state/serialization, but one is about unexpected position-id keys and the other is quantized save/load breakage; not the same defect." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different bugs: gguf_file/from_pretrained loading breakage vs BLIP2 dtype not propagating to qformer." + "reason": "Tokenizer/model loading vs BLIP2 dtype propagation are unrelated failures." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend handling, but TensorBoard-without-TF and tensorflow_text backend mapping errors are distinct paths." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different subsystems: DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling." + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are different features and different bugs." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both affect generation behavior, but one is compiled chunked generation and the other is tied-weights serialization." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weight issue; too loose to treat as duplicates." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor kwargs passthrough are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Different concrete problems: trainer lifecycle failure vs Gemma4 device mismatch during forward." + "reason": "Trainer lifecycle failure vs Gemma4 device-map mismatch are unrelated code paths." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different tasks and failure modes: void segmentation-map processing vs Qwen2-VL multi-GPU training." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Not the same bug: shard-size default question vs AutoProcessor not forwarding kwargs to cached_file." + "reason": "Image-processor void segmentation maps and Qwen2-VL multi-GPU training are different problems." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Related tokenizer regressions, but different code paths and symptoms: processor.tokenizer/image passing vs Kimi-K2.5 codec/warning handling." + "reason": "Both are tokenizer regressions, but processor.tokenizer/image passing and Kimi-K2.5 codec/regex handling are different root causes." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Different generation bugs: compiled-forward chunked output inconsistency vs recurrent-state reset with cache." + "reason": "Both touch generation/cache, but compiled-forward chunking and recurrent-state reset are distinct bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer-specific bugs: BigBird special-token decode issue vs MLukeTokenizer AttributeError on tasks." + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are different tokenizer failures." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different failures: MLukeTokenizer task error vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "A task-time tokenizer AttributeError is not the same as AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated: missing PyTorch ImportError vs distributed broadcast TypeError on NoneType." + "reason": "PyTorch import missing vs Trainer _gpu_broadcast_one NoneType are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "43906 is only an isolated reproduction reference; not enough evidence it is the same cudaErrorAssert bug." + "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping and an isolated reproduction of another issue are not enough to establish the same bug." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different issues: missing PyTorch dependency vs MacOS bus error on a community CLIP model." + "reason": "ImportError for missing PyTorch and a MacOS bus error loading CLIP are unrelated." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different model-level bugs: zero probabilities in SigLIP2 vs processor.tokenizer regression." + "reason": "Siglip2 zero probabilities and processor/tokenizer regression are different model behaviors and different failures." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Completely different problems: missing PyTorch dependency vs output embedding reinitialization after resize." + "reason": "Missing PyTorch import vs post_init reinitializing tied embeddings are unrelated." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both mention NaNs, but the mechanisms differ: sliding-window/all-padding Gemma3 embeddings vs classification-head NaNs after checkout/init." + "reason": "BigBird special-token registration and mDeBERTa add_special_tokens regression are different tokenizer bugs." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Both involve special tokens, but they are different tokenizer behaviors and models." + "reason": "Both mention NaNs, but Gemma3 sliding-window attention and classification-head init are different causes." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different bugs: BLIP2 dtype propagation vs RTDetrV2 output divergence in v5." + "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are unrelated." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different issues: MoE auxiliary-loss normalization vs T5 apex.FusedRMSNorm memory leak." + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are different bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the concrete causes differ." + "reason": "Offline model_info/regex behavior and est-roberta tokenizer loading regression are different failure paths." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different correctness bugs: MoE auxiliary-loss normalization vs DeepseekV3MoE divergence from remote implementation." + "reason": "Loss normalization in MoE and DeepseekV3 implementation divergence are not the same issue." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different scopes: custom model initialization breakage in v5 vs FSDP CPU RAM efficient loading regression." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are distinct problems." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Different failures: slow/fast tokenizer inconsistency vs MacOS bus error on CLIP model load." + "reason": "Slow/fast tokenizer inconsistency and CLIP bus error on MacOS are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Too broad and not the same bug: specific MoE auxiliary-loss normalization vs generic version-related tokenization changes." + "reason": "Aux-loss normalization and generic tokenization changes do not point to the same concrete bug." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Different models and failures: Qwen3-MoE sliding_window issue vs MobileLLM-125M key error on load." + "reason": "BigBird special-token registration and DiaConfig custom token ID persistence are unrelated." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different problems: BigBird special-token registration/decode vs DiaConfig losing custom token IDs after save/load." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are different model-specific issues." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention failure." + "reason": "Chunked generation with compiled forward and flash-attention generation failures are distinct bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different code paths: torch.compile + SDPA failure vs DiaConfig token-ID persistence bug." + "reason": "torch.compile+SDPA failure and DiaConfig token ID persistence are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is broadly grounded, but one soft-edge verdict is too strong: issue:44514 vs issue:45290 are both apply_chat_template crashes, yet the packet only supports a loose topical similarity, not a clear same-bug duplicate. The rest of the rejects are conservative and well-aligned with the titles, but because the lone accepted pair overstates the evidence, I would reject this evaluation." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6561,13 +6566,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28218", "issue:32090", @@ -6631,226 +6636,232 @@ "issue:43504|issue:44610", "issue:44466|issue:46050", "issue:32090|issue:33666", - "issue:43742|issue:44821", "issue:33666|issue:36010", + "issue:43742|issue:44821", "issue:45823|issue:46050", "issue:43452|issue:44451", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:43278|issue:43688", "issue:43262|issue:43295", "issue:44849|issue:45357", + "issue:43278|issue:43688", "issue:43525|issue:43572", - "issue:33666|issue:36331", "issue:44625|issue:46002", "issue:43756|issue:44913", + "issue:33666|issue:36331", "issue:43720|issue:44361", "issue:43493|issue:43825", - "issue:44568|issue:45812", - "issue:28218|issue:33357" + "issue:28218|issue:33357", + "issue:44568|issue:45812" ], - "prepared_review_unit_hash": "1eec4a1d6d8ce9cebbdc05b0be572d114944f5cd5fb12c13400e6469ce31024d", + "prepared_review_unit_hash": "eb7ad6c5acb0d4121860a11969f4fed1629bd932bde5ccd7fc56bc782d3753ea", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36216, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the candidate edges mostly connect unrelated regression reports across tokenization, loading, training, device placement, and model-specific behavior. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, config, model-loading, training, and device-mapping regressions. None of the soft pairs look like the same concrete bug/change, so I did not merge any of them.", + "confidence": 0.39, + "canonical_issue_reason": "No single true canonical issue stands out across the whole set; issue 45812 is the closest representative because it is a concrete, high-signal tokenizer regression with multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45812 is the best overall issue candidate: it is specific, user-facing, and has broader impact than the other tokenizer-related candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but they describe different failures: missing fields in AutoConfig return values vs. removal of is_torch_fx_available breaking remote-code models." + "reason": "Both mention trust_remote_code, but one is about missing config fields from AutoConfig and the other about removing is_torch_fx_available breaking remote-code models; different root causes." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "One is a video-input regression for Qwen VL models; the other is num_labels propagation from core config to text config. Different code paths." + "reason": "One is a video-input regression across Qwen VL variants, the other is num_labels propagation in Qwen3.5; unrelated bugs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated bugs." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert with auto device mapping is not the same as inconsistent chunked generation under compiled forward." + "reason": "Auto device mapping on A800 and chunked generation with compiled forward are different code paths and symptoms." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "One reports tokenization changes across versions; the other is just an isolated reproduction reference for a separate upstream issue." + "reason": "43906 is only an isolated reproduction reference; without matching details to 43122, there is not enough evidence they are the same underlying tokenizer bug." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype staying float32 and flash_attention crashing on s_aux=None are different failures." + "reason": "Blip2 dtype mismatch and flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "A dtype propagation bug is unrelated to the MPS attention correctness issue with differing value/query head dims." + "reason": "One is a model dtype loading issue, the other an attention correctness issue on MPS." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are separate Trainer issues." + "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen not updating are different trainer bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy preset loading for Beit and BitNet packed-weight loading during accelerate are different load paths and failure modes." + "reason": "Legacy-field load failure in Beit and unpacking packed BitNet weights during accelerate loading are different load-time issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "Beit pretrained preset loading and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Loading a pretrained Beit preset and OmDet processor producing the wrong image size are unrelated." + "reason": "Legacy field loading bug and OmDet-Turbo image-size mismatch are different processor/model issues." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization depending on device and sinq quantized save/load breakage are both save/load themed but not the same bug." + "reason": "Both concern save/load behavior, but one is tied-weight serialization varying by device and the other is quantized-model reload breakage." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "A key error loading MobileLLM and an AutoImageProcessor URL-loading failure are different loader problems." + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error do not share the same underlying cause." + "reason": "MobileLLM key error on load and AutoImageProcessor-from-URL failure are different loading paths and errors." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device_map auto forward mismatch is unrelated to quantized save/load corruption." + "reason": "Device mismatch with auto device mapping and quantized save/load breakage are distinct problems." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and ScandiBERT load failure are distinct model-loading issues." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to the ScandiBERT load failure." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight unpacking during load and DiaConfig losing custom token IDs on save/load are unrelated." + "reason": "Packed-weight handling in BitNet accelerate loading and DiaConfig token-id loss on save/load are different bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is not the same as DiaConfig save/load token ID loss." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype changing on eval and auxiliary loss normalization are separate concerns." + "reason": "CPU offload device mismatch in Bark-small is unrelated to DiaConfig custom token IDs being lost." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image passing regression are different processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-to-tokenizer regression are separate processor issues." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and incorrect visual encoder keys in save_pretrained are unrelated." + "reason": "Qwen3.5 hidden-state bug and incorrect visual encoder keys on save_pretrained are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype changing in eval and auxiliary-loss normalization are unrelated model-training issues." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token config fields, but they affect different model families and different attribute names; not the same concrete bug." + "reason": "Both are config attribute regressions, but one is pad_token_id on Llama4 and the other pad_token_idx on StableLm; no evidence they share a single fix." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation failure is not the same as NaNs in classification heads after checkout/init." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads upon checkout/init." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct resetting on reload are different rotary/config issues." + "reason": "Smollm3 RoPE layer-count behavior and GPTNeoX rotary_pct reload default are different rotary-related issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated trainer bugs." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet load failure and MLukeTokenizer AttributeError are unrelated." + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and pipeline translation-task error messaging are completely different problems." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "These are both tokenizer regressions, but for different models and symptoms: missing BOS/EOS vs wrong token IDs." + "reason": "Tokenizer extra-space behavior and MacOS bus error in CLIP loading are different failures." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer extra-space behavior and a MacOS bus error on CLIP are not the same bug." + "reason": "One is missing BOS/EOS insertion for mdeberta-v3-base, the other is wrong token IDs for Granite models; same broad area, but not the same concrete bug." } ] }, @@ -6866,13 +6877,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:33357", "issue:33666", @@ -6927,24 +6938,24 @@ "issue:44964|issue:45405", "issue:39692|issue:43493", "issue:43540|issue:44977", - "issue:43334|issue:43572", - "issue:43493|issue:43844", "issue:45200|issue:45229", "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:43572", "issue:43278|issue:43844", "issue:43257|issue:43299", "issue:43756|issue:45083", "issue:45803|issue:45987", "issue:43334|issue:45759", "issue:39692|issue:43295", + "issue:45229|issue:45823", "issue:43646|issue:44466", "issue:43824|issue:44589", - "issue:45229|issue:45823", "issue:33357|issue:33666", - "issue:44589|issue:45520", "issue:43504|issue:43606", - "issue:43572|issue:44291", "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43572|issue:44291", "issue:44464|issue:45584", "issue:43606|issue:44112", "issue:43504|issue:43653", @@ -6955,221 +6966,224 @@ "issue:44423|issue:44734", "issue:43873|issue:46050" ], - "prepared_review_unit_hash": "c3b704b2219eb3d8926b2705f2b89670ba916edc7b6739f4eecdceb8fd64653b", + "prepared_review_unit_hash": "3e2167382281f6c68c6305a1f912e546d2b04d7fa3624849fe27f9091bf22174", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36850, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated model-loading, config, quantization, offload, and CI issues rather than true duplicates. I would not merge any of the suggested soft edges; if forced to pick a representative issue, Gemma4 multi-GPU OOM is the strongest anchor.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45229 is the best canonical anchor because it has the clearest concrete runtime failure, the most discussion, and broad user impact compared with the more niche config/docs regressions.", + "summary": "Mostly a heterogeneous mix of model-specific regressions and doc/test issues; only the Qwen multimodal composite-config loading pair looks like a true duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45759 best captures the only clear overlap: Qwen multimodal/composite-config loading via AutoModelForCausalLM.from_config.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 is the most suitable overall representative for this cluster; the other items are mostly isolated model-specific or release-specific bugs, not one underlying duplicate.", + "best_issue_reason": "Issue 43646 is the broadest version-regression report and the most useful triage anchor, even though the cluster overall is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading regression vs an unreleased PEFT version bump; different problems." + "reason": "Unrelated: Phi-4 multimodal loading failure vs an unreleased PEFT version bump." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is an implementation discrepancy with JAX." + "reason": "Both are SigLIP2-related, but one is a docs/example problem and the other is an implementation discrepancy." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3 video-input ValueError vs Qwen3.5 flash-attention generation behavior; not the same bug." + "reason": "Different Qwen models and different failures: video-input processing vs flash-attention generation behavior." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Both mention missing pad-token fields after 5.0, but they affect different model configs and code paths." + "reason": "Same model family, but one is a token-id defaulting bug and the other is a multi-GPU OOM." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient growth; unrelated failure modes." + "reason": "Both involve loading, but the specific failure modes and code paths are not shown to be the same." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Text-only fine-tuning token defaults vs Gemma4 multi-GPU inference OOM; different issues." + "reason": "SigLIP2 discrepancy vs a ZeRO-3 gradient anomaly; no shared underlying bug is evident." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Model loading failure vs offline hub lookup regression; not the same underlying bug." + "reason": "Both are config-attribute regressions after v5, but they hit different models and different missing fields." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift vs DeepSpeed gradient anomaly; different code paths." + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient increase report." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MOE-related, but one is accelerate/deepspeed conversion and the other is a dev loading regression for Qwen3VL." + "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate/deepspeed and the other is a model-loading regression." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE-layer bug vs qwen3_omni_moe feature-length helper behavior; unrelated models." + "reason": "Completely different models and code paths." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except in Fuyu tensor conversion vs StaticCache return-type mismatch; unrelated." + "reason": "Different APIs and failures: tensor conversion exception handling vs cache length return type." }, { "left": "issue:43334", "right": "issue:45759", - "accept": false, - "reason": "Different Qwen multimodal config bugs: missing pad_token_id vs text_config unwrapping in from_config." + "accept": true, + "reason": "Same composite Qwen multimodal loading path; a fix to unwrap or handle text_config correctly could plausibly address both." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example mismatch in SigLIP2 vs processor.tokenizer regression; different bugs." + "reason": "Docs/example errors are not the same bug as the Qwen processor/tokenizer regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but OOM during inference and device-mismatch in forward are different concrete problems." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage vs lm_head.weight serialization inconsistency; not the same code-path." + "reason": "Both are v5 regressions, but custom model init and device-dependent serialization are distinct code paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import failure vs float8 storage lookup error; unrelated." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4, but one is multi-GPU inference OOM and the other is PLE device mismatch in forward." + "reason": "Importing a specific class is unrelated to the Float8 storage lookup failure." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated." + "reason": "Bus error on Mac CLIP vs Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Float8 storage object error vs Python 3.13 flash_attn import key error; different subsystem." + "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Legacy field loading issue in Beit vs CPU-offload device mismatch in Bark; unrelated." + "reason": "Different tokenizer/config failures with no clear shared root cause." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Missing pad_token_idx vs unexpected _is_hf_initialized arg; both are release regressions but not the same bug." + "reason": "Storage lookup error vs Python 3.13 import-utils KeyError are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "DiaConfig token persistence loss vs MLukeTokenizer AttributeError; distinct failures." + "reason": "Missing config field after v5 and init_empty_weights argument handling are separate regressions." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription failure after token alignment." + "reason": "Chunked-generation inconsistency and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but they concern different models and failure mechanisms." + "reason": "A real runtime device mismatch is not the same as a stale CI test failure." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy-field loading bug vs BigBirdTokenizer special-token registration issue; unrelated." + "reason": "Different subsystems: BEiT preset loading vs tokenizer special-token registration." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2 tp OOM vs an unreleased PEFT version bump; unrelated." + "reason": "OOM with tensor parallelism is unrelated to a dependency version bump." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype regression vs resume_from_checkpoint key mismatch; different code paths." + "reason": "Training/eval dtype drift is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure vs PEFT version pin; unrelated." + "reason": "Janus image-generation test failure is unrelated to the PEFT requirement bump." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output discrepancy vs unexpected position-id key warnings; different bugs." + "reason": "SigLIP2 output quality issue vs unexpected key/position-id issue are different bugs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve crashes in multimodal batching vs KV-cache continuation tensor indexing; both are serve bugs, but not the same issue." + "reason": "Both are serve-related, but different endpoints and failure modes make them distinct." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior vs sinq save/load breakage; related theme but different concrete failures." + "reason": "Quantization/offload behavior and save/load corruption after sinq are not the same concrete problem." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The chosen anchor issues and the single accepted soft edge (issue:43334 \u2194 issue:45759) are plausibly related by the shared Qwen multimodal/composite-config loading path, while the other pairwise rejections avoid overclaiming. The overall characterization as a heterogeneous cluster with only one clear overlap is supported by the titles and available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7178,13 +7192,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:15354", "issue:28218", @@ -7210,29 +7224,30 @@ "issue:43873", "issue:43957", "issue:44315", - "issue:44466", "issue:44521", "issue:44554", "issue:44610", "issue:44849", + "issue:44898", "issue:44964", "issue:44977", "issue:44987", "issue:45072", "issue:45084", - "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45325", "issue:45356", "issue:45406", + "issue:45412", "issue:45446", "issue:45520", "issue:45588", "issue:45823", "issue:46050", - "issue:46121" + "issue:46121", + "issue:46178" ], "soft_pairs": [ "issue:29942|issue:30333", @@ -7243,223 +7258,230 @@ "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:29159|issue:32090", - "issue:45084|issue:45520", "issue:43582|issue:44977", "issue:44554|issue:45446", + "issue:45084|issue:45520", "issue:43540|issue:45200", "issue:15354|issue:38175", "issue:43232|issue:44849", - "issue:37428|issue:43957", - "issue:45072|issue:45198", "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", "issue:43493|issue:43701", "issue:44315|issue:44849", - "issue:43572|issue:44987", "issue:43295|issue:44610", - "issue:43295|issue:43450", "issue:44554|issue:45356", + "issue:43295|issue:43450", + "issue:43572|issue:44987", "issue:43572|issue:43957", "issue:37428|issue:43824", "issue:45200|issue:45325", + "issue:45520|issue:46178", "issue:43295|issue:43873", - "issue:44466|issue:45127" + "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "97ce52e651462554b0e837d4dc2101d414e731db7eae550a3faccab980acef60", + "prepared_review_unit_hash": "218e3281cedf171acea5fcf145d50bf3294b7b1eb9a3f900d836205b394c4a94", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35685, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36489, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster here; the items are mostly unrelated bugs/regressions across different features. I\u2019d treat issue 43295 as the best representative issue for triage, but not as a duplicate hub.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43295 is the most concrete, actionable regression report in the set, with a narrow failure mode and clear reproduction context.", + "summary": "This set is a grab-bag of unrelated Transformers issues across tokenization, model loading, training, multimodal processing, and backend/import errors. I do not see a coherent duplicate cluster, so no soft edge should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the strongest overall triage candidate because it describes a specific regression path and is easier to act on than the more vague or subsystem-broad reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention CI failures and MLFlow job-status reporting are unrelated bugs in different subsystems." + "reason": "Different failures: Flash Attention 2 test breakage vs MLflow reporting after training failure." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "One is a Gemma4 processor attribute crash; the other is rope-parameter validation with JSON-loaded lists. Different code paths." + "reason": "Unrelated bug types: Gemma4 processor attribute error vs rope-validation TypeError on JSON-loaded list." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling and sinq save/load corruption are distinct quantization/attention issues." + "reason": "Different code paths: flash_attention integration crash vs sinq save/load quantization regression." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warnings and CUDA OOM are not the same underlying problem." + "reason": "Import warning on local paths is unrelated to CUDA OOM in GPT-oss-20b." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal input and the other is a crash on tool-call messages; different failures." + "reason": "Both involve chat templating, but one is assistant_mask generation and the other is tool-call tokenization crash." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and model-loading import failure are unrelated." + "reason": "Different issues: ZeRO-3 gradient growth vs loading Phi-4 multimodal on latest transformers." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; not the same defect." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a Trainer NoneType broadcast error do not share the same bug." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Template-node compilation errors and a Python 3.13 flash_attn import KeyError are different problems." + "reason": "Tokenizer consistency issue vs GPU broadcast TypeError in Trainer; unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation bugs are not the same issue." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation are distinct problems." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention import version check are unrelated." + "reason": "Both touch attention/flex attention, but one is an MPS correctness bug and the other a version-check import bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error vs flash_attn backend import KeyError; different subsystems and symptoms." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids handling are different bugs." + "reason": "Both are multimodal-model issues, but video input processing and Gemma4 mm_token_type_ids defaulting are different bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability behavior are separate issues." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state behavior are different code paths." + "reason": "Generation kwargs sync bug vs Qwen3.5 hidden-states bug; not the same code path." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Missing flash-support import and meta-device model loading breakage are unrelated." + "reason": "Same model family, but mm_token_type_ids defaulting and device_map auto mismatch are separate issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are not the same bug." + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both are Gemma4-related, but one is token-type defaults and the other is a device-map forward mismatch; not the same underlying defect." + "reason": "Both are loading/import failures, but one is a flash-attention symbol import and the other is meta-device model loading." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; different failures." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init and Qwen3.5 hidden-state behavior do not share a concrete bug." + "reason": "Liger kernel application bug is unrelated to Qwen3.5 hidden-states behavior." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast on newer transformers are different failures." + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are both processor bugs, but not the same one." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Both involve processor behavior, but one is processor.tokenizer/image access regression and the other is a 640px-vs-224px processor/model size mismatch." + "reason": "MPS attention correctness issue vs Kimi tokenizer regression; unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video output shape bug are distinct." + "reason": "Both are processor regressions, but one affects multimodal tokenizer access and the other batched video shapes." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer regression are separate issues." + "reason": "StableLmConfig pad token missing vs loading physical-intelligence/fast on transformers>=5.1.0; unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Pad token config regression and meta-device loading breakage are unrelated." + "reason": "Config default regression vs meta-device model loading breakage; different root causes." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Importing a missing flash-attention helper and missing Qwen2.5-VL class export are different import errors." + "reason": "Both are ImportErrors, but for different missing symbols and different modules." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope index scaling are unrelated multimodal bugs." + "reason": "Both involve multimodal token/position handling, but one is missing mm_token_type_ids defaults and the other is rope index scaling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend registry failures: flash_attn KeyError vs tensorflow_text unsupported backend." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse with extended vocab are different weight-handling issues." + "reason": "Perceiver resolution/interpolation bug vs RT-DETR memory release problem; unrelated." } ] }, @@ -7475,13 +7497,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28218", "issue:35141", @@ -7513,12 +7535,12 @@ "issue:44112", "issue:44206", "issue:44442", + "issue:44466", "issue:44514", "issue:44521", "issue:44610", "issue:44792", "issue:44857", - "issue:44898", "issue:45083", "issue:45127", "issue:45198", @@ -7533,18 +7555,18 @@ "issue:46170" ], "soft_pairs": [ - "issue:44898|issue:45412", + "issue:44466|issue:45127", "issue:43550|issue:43844", - "issue:43334|issue:43525", "issue:44792|issue:45563", + "issue:43334|issue:43525", "issue:43824|issue:43975", "issue:42915|issue:43824", "issue:43388|issue:43526", "issue:43450|issue:43575", "issue:42490|issue:43493", "issue:43278|issue:43856", - "issue:43975|issue:45520", "issue:28218|issue:35141", + "issue:43975|issue:45520", "issue:43653|issue:44112", "issue:38175|issue:43493", "issue:44442|issue:45198", @@ -7555,233 +7577,230 @@ "issue:43827|issue:43901", "issue:43262|issue:43450", "issue:43819|issue:44112", - "issue:43819|issue:45083", "issue:44610|issue:44857", + "issue:43819|issue:45083", "issue:37428|issue:43425", - "issue:43606|issue:45083", "issue:43335|issue:43550", + "issue:43606|issue:45083", "issue:44857|issue:45593", "issue:45290|issue:45381", "issue:45127|issue:45245" ], - "prepared_review_unit_hash": "9278750a47ab5b50c09f75f696d438b801a26c18f744c2d5e754f71c0cb12001", + "prepared_review_unit_hash": "a1ab6fc5f627516b9590c7c51234b010b11f776e454f9ff48909cbc19bdede35", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36847, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues clustered by broad subsystem vocabulary. The strongest duplicate-like pair is the SigLIP2 discrepancy report and the zero-probability symptom report, but a few other title-level near-matches exist (notably the two pad_token_id AttributeErrors and the two apply_chat_template reports) without enough evidence here to merge them.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43493 is the best anchor for the SigLIP2 bug family because it describes the broader HF-vs-JAX implementation mismatch; issue:38175 looks like a symptom of that same underlying discrepancy.", + "summary": "This set is a heterogeneous mix of unrelated bugs and docs regressions across tokenizers, chat templates, multimodal processors, import paths, and training/runtime behavior. None of the soft-edge pairs looks like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family, and the apparent overlaps are mostly broad subsystem or model-family similarity rather than the same concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest global issue candidate because it states the underlying SigLIP2 implementation mismatch more generally than the symptom report in issue:38175.", + "best_issue_reason": "No single issue is a strong global representative because the cluster is not coherent; any choice would be arbitrary rather than duplicate-driven.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Different models and failure modes: Perceiver resolution handling vs RT-DETR memory cleanup." + "reason": "Both mention tied weights/vocab extension, but one is device-dependent serialization and the other is LoRA merge collapse; different bugs." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Both are training/runtime failures, but the concrete code paths differ: Bamba torch.compile/SDPA vs ZeRO-3 gradient growth." + "reason": "Torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training issues." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Same missing-attribute shape, but different config classes and model families; not enough to treat as one bug." + "reason": "Janus image-generation test failure vs stale generate() warning; not the same problem." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Janus image-generation test failure vs a stale paged-generate warning; not the same underlying issue." + "reason": "Both involve missing pad_token_id, but on different model configs and code paths; not one bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class vs a detokenization regression; no shared concrete code path is evident." + "reason": "ImportError for a missing class vs a detokenization regression; unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different models and symptoms: FineGrainedFP8Config failure vs Qwen2_5_VL import failure." + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs Qwen2.5-VL import error; unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast label reduction." + "reason": "Different label-processing bugs in different components; same broad area only." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch-shape bug and Qwen2-57B OOM are unrelated." + "reason": "Batched video shape bug vs tensor-parallel OOM; no shared code-path bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; no concrete overlap from the titles alone." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval and MoE training memory usage are different bugs." + "reason": "Evaluation dtype drift vs Qwen3 MoE memory inefficiency; different issues." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Tokenizer spacing after added token vs embedding reinit on resize; unrelated mechanisms." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing after added tokens and output embedding reinitialization after resize are distinct issues." + "reason": "Detokenization regression vs Python 3.13 flash_attn import KeyError; unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs GraniteSpeech CI device-override test failure." + "reason": "Tokenizer special-token registration bug vs stale CI test; not the same bug." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Both are SigLIP2 output-discrepancy reports, and the broader HF-vs-JAX mismatch plausibly explains the zero-probability symptom." + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a broader HF/JAX discrepancy; too different to merge." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are different issues." + "reason": "Different tokenizer/model failures: FastSpeech2ConformerTokenizer load error vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template reports, but one is a batched padding=False crash and the other is all-zero assistant masks; not enough to merge." + "reason": "Both are apply_chat_template issues, but one crashes on batched padding=False input and the other yields wrong assistant masks; distinct bugs." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/import failures: flash_attn on Python 3.13 vs Windows ROCm torch.distributed dependency issues." + "reason": "Python 3.13 flash_attn import failure vs Windows ROCm torch.distributed import problem; unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability symptom and an RT-DETR memory leak are unrelated." + "reason": "SigLIP2 probability regression vs RT-DETR memory leak; no overlap." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to Whisper empty-transcription handling." + "reason": "Unsupported feature-extractor arg crash vs Whisper empty transcription after token alignment; different code paths." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they reference different APIs and different pages." + "reason": "Both are docs/API cleanup, but they concern different pages and deprecations; not one duplicate change." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video processor batched-shape bug are unrelated." + "reason": "Audio chat-template sample-rate default vs batched video processor shape bug; unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch vs GraniteSpeech CI device override are unrelated." + "reason": "DAC forward/from_latents mismatch vs stale device-override CI test; unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different code paths: DAC latent conversion vs qwen3_omni_moe helper length calculation." + "reason": "Processor output-size mismatch vs AMP crash in a different loss; not the same bug." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Processor output resolution mismatch and LwDetrImageLoss AMP/CUDA crash are different bugs." + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper issue are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-attention import and Torch 2.10 incompatibility are not the same underlying problem." + "reason": "ImportError for a flash-attention symbol vs Torch 2.10 compatibility issue; different failures." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe length helper behavior are unrelated." + "reason": "Sparse-layer creation bug in SwitchTransformers vs Bamba torch.compile/SDPA failure; unrelated." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure do not share a concrete code path." + "reason": "CPU offload device mismatch vs qwen3_omni_moe helper behavior; unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss behavior are unrelated." + "reason": "LwDetrImageLoss AMP crash vs D-FINE auxiliary-loss omission; different detection bugs." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call assistant message crash and Qwen2.5-VL video vision_position_ids bug are different chat-template/video problems." + "reason": "Tool-call chat-template crash vs wrong vision_position_ids in Qwen2.5-VL video input; unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab and a categories-limit runtime error are unrelated." + "reason": "LoRA/tied-weight collapse vs category-count runtime limit; unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The SigLIP2 pair looks plausibly related, but the writeup overstates the evidence by claiming it is the only pair that could be the same underlying issue. From the packet titles alone, there are other plausible near-matches (e.g. the two pad_token_id AttributeErrors and the two apply_chat_template issues), so the summary should be framed more cautiously. The soft-edge rejections are mostly conservative, but the exclusivity claim is too strong for the available evidence." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7790,13 +7809,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28218", "issue:29127", @@ -7819,17 +7838,18 @@ "issue:43653", "issue:43701", "issue:43720", + "issue:43723", "issue:43819", "issue:43825", "issue:43854", "issue:43931", "issue:44112", "issue:44206", - "issue:44292", "issue:44351", "issue:44360", "issue:44448", "issue:44493", + "issue:44554", "issue:44561", "issue:44743", "issue:44779", @@ -7842,7 +7862,6 @@ "issue:45229", "issue:45310", "issue:45478", - "issue:45520", "issue:45588", "issue:45823", "issue:45859" @@ -7850,30 +7869,29 @@ "soft_pairs": [ "issue:44448|issue:44743", "issue:29942|issue:32090", - "issue:37428|issue:44351", "issue:45200|issue:45588", + "issue:37428|issue:44351", "issue:44206|issue:45823", - "issue:43611|issue:43931", "issue:43278|issue:43825", + "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:43819|issue:44493", "issue:44855|issue:45083", "issue:43335|issue:43504", - "issue:29127|issue:32090", "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:45310|issue:45478", "issue:43335|issue:45083", "issue:39692|issue:43526", - "issue:45310|issue:45478", "issue:39692|issue:44493", - "issue:44292|issue:45520", "issue:43720|issue:44112", "issue:44448|issue:44779", - "issue:43335|issue:45072", "issue:44360|issue:44561", + "issue:43335|issue:45072", "issue:43335|issue:44112", - "issue:42490|issue:43854", "issue:44977|issue:45229", + "issue:42490|issue:43854", "issue:38175|issue:44493", "issue:34689|issue:35141", "issue:43606|issue:44857", @@ -7881,241 +7899,258 @@ "issue:44857|issue:45072", "issue:40444|issue:43526", "issue:28218|issue:32090", - "issue:43701|issue:45083" + "issue:43701|issue:45083", + "issue:43723|issue:44554", + "issue:43550|issue:45083" ], - "prepared_review_unit_hash": "b3261adc3d5b19a34802607b43742c17fc6869dd6ff152e6c6f60ca84aa5387e", + "prepared_review_unit_hash": "87138ebebc4e05dc3ee3da3be67e2618a6c94b147916bbc1d5f2361de6b4a6c6", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37900, - "estimated_input_tokens": 9475, - "estimated_eval_tokens": 19206 + "soft_pair_count": 35, + "serialized_chars": 38250, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports across different models, loaders, and execution modes. None of the provided soft edges look like the same underlying bug, so I would not merge any of them. The only clear duplicate in the set is 45310/45478, which appear to be the same Qwen3.5 MoE from_pretrained regression; 45310 is the better canonical anchor.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the older, slightly fuller report of the exact duplicate pair with issue:45478 (same Qwen3.5 MoE from_pretrained error).", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad subsystem keywords. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); all other soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the older report of the exact same Qwen3.5 MoE from_pretrained failure that reappears as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest canonical issue in the set because it has an exact duplicate and a concrete, reproducible loading failure; it is also the earliest report.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this set since it has a direct duplicate (issue:45478) and the title matches the concrete bug exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different bugs: Pegasus output drift vs Qwen3.5 recurrent-state reset in cached generation." + "reason": "Both are model-generation behavior bugs, but they describe different code paths and models: Pegasus output drift vs Qwen3.5 recurrent-state reset." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: FlashAttention 2 test regressions vs Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Failing Flash Attention 2 tests and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different breakage points." + "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention.py crashing on s_aux=None are different bugs in different components." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Same broad Gemma4 area, but one is mm_token_type_ids defaults and the other is a flash-attention `s_aux=None` crash." + "reason": "Both are import-related regressions, but one is a flash-attention helper import and the other is HybridCache export removal; not the same bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different code paths: unsupported feature-extractor arg vs device-map forward mismatch." + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate issues." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both are model-loading issues, but one is `base_model_prefix` handling and the other is a Qwen3-VL shape mismatch." + "reason": "Embedding dtype drift during evaluate and a pipeline() error message regression are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Different regressions: dtype change during evaluate vs a pipeline error-message/deprecation issue." + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: SwitchTransformers config bug vs BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different failures: Bamba torch.compile/SDPA behavior vs a GraniteSpeech CI device-override test." + "reason": "A torch.compile/SDPA model failure and a stale CI device-override test do not look like the same bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different problems: DAC latent/STE mismatch vs unexpected key handling for position ids." + "reason": "DAC.from_latents mismatch and unexpected position-id keys are different correctness problems." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different issues: Python 3.13 import parsing error vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and failures: SwitchTransformers sparse-layer creation vs BEiT legacy-field loading." + "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field load failure are different model-specific issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash attention / MoE models, but one crashes on s_aux=None and the other is a CPU-offload incompatibility in a rotary embedding path." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Error-message clarity request vs a runtime NoneType broadcast failure; not the same bug." + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType are unrelated." }, { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "Both involve flash attention/offload, but they fail in different places with different root causes." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same concrete failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error; 45478 is a duplicate report." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config creation bug vs qwen3_omni_moe output-length helper behavior." + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper output-length behavior are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different areas: SigLIP2 docs/model mismatch vs BeitImageProcessorFast label reduction." + "reason": "SigLIP2 documentation errors and BeitImageProcessorFast reduce_labels bug are not the same issue." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example errors are unrelated to the position-id key regression." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime issue vs Python 3.13 flash_attn import KeyError." + "reason": "Documentation-example failures and unexpected position-id keys are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug vs stale CI device-override test; different underlying problems." + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are different bugs." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output difference vs Deepseek tokenizer regression; different subsystems." - }, - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "Same model family, but one is config construction and the other is bfloat16 inference dtype mismatch." + "reason": "Pegasus output differences and DeepSeek tokenizer regression are both tokenization/generation-adjacent, but they are distinct model-specific problems." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to the `is_torch_fx_available` v5 compatibility break." + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI device-override failure are not the same issue." + "reason": "SwitchTransformers config bug and dtype mismatch in bfloat16 inference are different failures." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Local-path import warning vs model-loading failure in unit tests; no shared root cause." + "reason": "Sparse-layer config bug and GraniteSpeech stale CI device override are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug vs CUDA OOM during multi-GPU inference; different failure modes." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different symptoms and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash model-loading failure are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero-probability output bug is unrelated to the position-id key warning/regression." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys across many models are not the same bug." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different regressions: Llama 3.2 Vision load break vs output embedding reinitialization after resize." + "reason": "Llama 3.2 Vision loading regression and post_init reinitializing output embeddings are different model-loading/initialization issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss; unrelated code paths." + "reason": "CPU offload device mismatch and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but on different models and different attention stacks." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different model issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP loss crash vs dtype mismatch in a different model family; not the same underlying bug." + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in inference are different problems." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset fine-tuning failure is unrelated to BeitImageProcessorFast `reduce_labels`." + "reason": "Qwen2.5-VL multi-image IterableDataset failure and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-token spacing bug and Trainer broadcast error are unrelated." + "reason": "Tokenizer spacing after added token and Trainer NoneType broadcast error are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint-key mismatch vs qwen3_omni_moe helper behavior; no shared underlying bug." + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe helper behavior are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310/45478 have the same title and are plausibly a duplicate pair, with 45310 correctly chosen as the older canonical issue. The soft-edge verdicts are conservative and generally rely only on title-level evidence, without overstating similarity. No mergeability issues apply here since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8124,13 +8159,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:10000", "issue:15354", @@ -8142,21 +8177,23 @@ "issue:37428", "issue:41720", "issue:42490", + "issue:43065", "issue:43278", "issue:43329", "issue:43381", "issue:43412", - "issue:43550", "issue:43575", "issue:43653", - "issue:43723", "issue:43873", "issue:43927", "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", "issue:44448", "issue:44462", "issue:44466", - "issue:44554", + "issue:44479", "issue:44561", "issue:44568", "issue:44743", @@ -8164,7 +8201,6 @@ "issue:44857", "issue:44977", "issue:44987", - "issue:45083", "issue:45198", "issue:45229", "issue:45245", @@ -8181,15 +8217,13 @@ "issue:45823" ], "soft_pairs": [ - "issue:43723|issue:44554", - "issue:43550|issue:45083", "issue:32090|issue:33357", "issue:29942|issue:35141", - "issue:37428|issue:44987", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:43927|issue:45698", "issue:44462|issue:44561", + "issue:37428|issue:44987", "issue:41720|issue:45229", "issue:44977|issue:45563", "issue:44568|issue:45491", @@ -8203,209 +8237,225 @@ "issue:43976|issue:45440", "issue:45372|issue:45406", "issue:45459|issue:45712", - "issue:43278|issue:43381", "issue:45588|issue:45823", + "issue:43278|issue:43381", "issue:44448|issue:44466", "issue:43653|issue:44743", "issue:45245|issue:45563", - "issue:25251|issue:32090" + "issue:25251|issue:32090", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44186|issue:45198" ], - "prepared_review_unit_hash": "7eba210ddc744ebe434eb4989bdfeb06105cef80be654fc8075af137464da2bb", + "prepared_review_unit_hash": "af1c5d55b39c8765d27b05f1c804108c247f1a8c4d16ca9666e6dff9a155f940", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35784, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: the items span unrelated tokenizer, attention, export, loading, memory, and generation bugs. None of the soft pairs look like the same concrete underlying issue closely enough to merge.", - "confidence": 0.98, + "summary": "The cluster is highly heterogeneous: the items span unrelated models, tokenizers, export paths, attention kernels, and runtime errors. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer loading regression and MPS attention correctness bug are unrelated code paths." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Torch.compile/SDPA failure for Bamba is unrelated to the qwen3_omni_moe feature-length helper bug." - }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP model loading are different failures." + "reason": "Both are runtime failures, but one is Trainer/_gpu_broadcast_one NoneType handling and the other is a MacOS bus error with a community CLIP model; different code paths and symptoms." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and token-embedding reinitialization are separate subsystems." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Missing flash-attention import symbol is not the same as a generic model-loading failure for physical-intelligence/fast." + "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization during post_init; different subsystems and failure modes." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "FX helper removal breaking trust_remote_code and Deepseek tokenizer regression are different bugs." + "reason": "One is removal of is_torch_fx_available breaking trust_remote_code models, the other is a DeepSeek tokenizer regression; no shared concrete bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are related only broadly by memory usage, not the same bug." + "reason": "Quantization/offloading behavior and a multi-GPU CUDA OOM for Gemma4 are both memory-related but arise from different scenarios and likely different fixes." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Custom token IDs being lost on save/load and loading the wrong custom module after save_pretrained are distinct serialization problems." + "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs causing generation IndexError and the other is loading the wrong custom module after save_pretrained; distinct bugs." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the FX-availability API removal regression." + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer-loading bug, while is_torch_fx_available removal breaks remote-code imports; not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-support import failure and a transformers>=5.1.0 model-loading regression for physical-intelligence/fast are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and Gemma4 multi-GPU OOM are different inference failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different model-specific inference failures." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation bug and stale num_return_sequences warning do not share the same failure mode." + "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate() for num_return_sequences." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS omission and Gemma3 NaN embeddings are unrelated." + "reason": "mdeberta-v3 tokenizer not adding BOS/EOS is a tokenizer special-tokens regression, while Gemma3 NaN embeddings with mixed-length batching is an attention/masking numerical issue." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and undefined multimodal-token helpers in the video branch are separate bugs." + "reason": "Embedding dtype drifting to FP32 in evaluate and undefined variables in multimodal token counting are different problems in different paths." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + "reason": "German DistilBert model issue and a torch.jit.script GeneratorExp export failure on ViT are unrelated model/export problems." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning and Qwen2 tensor-parallel OOM are not the same bug." + "reason": "Local-path trailing-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import dependency failure and flash_attention.py s_aux=None crash are different code paths." + "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are separate dependency/runtime issues." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export issues for gemma3n and sink-less flash-attention AttributeError are unrelated." + "reason": "Gemma3n ExecuTorch export issues (training guard, erfinv) are unrelated to flash_attention.py handling sink-less models." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except masking errors are different bugs." + "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature.convert_to_tensors swallowing errors are different tokenizer/feature-extraction bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "CUDA AMP crash in LwDetrImageLoss is unrelated to the flash_attention s_aux=None AttributeError." + "reason": "LwDetrImageLoss AMP/CUDA crash is unrelated to flash_attention.py's s_aux=None AttributeError." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue and DeepSeekV3MoE divergence are unrelated." + "reason": "Python 3.9/3.10 compatibility and DeepseekV3MoE divergence from remote implementation are unrelated issues." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import error and Gemma4Processor missing _tokenizer in serve are related by model family only, not the same underlying defect." + "reason": "Gemma4 processor loading breaks on a missing ReasoningEffort import, while serve crashes because Gemma4Processor lacks _tokenizer; similar model, different failure." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf exception handling and leftover dummy classes are separate housekeeping bugs." + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py address different layers and cannot be merged as one fix." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Eval dtype change and gradient checkpointing in eval mode are unrelated." + "reason": "flash_attention.py sink-less-model crash and Gemma4 PLE device mismatch during forward are separate runtime bugs in different code paths." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-pass bugs." + "reason": "BF16-to-FP32 embedding dtype drift and gradient checkpointing being disallowed in eval mode are unrelated training/eval behavior bugs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output divergence and lm_head serialization inconsistency are separate regressions." + "reason": "Pegasus v4 vs v5 output differences and inconsistent lm_head.weight serialization depend on different model behaviors and fixes." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token decode bug and qwen3_5 recurrent state reset with cache are unrelated tokenizer vs model-state issues." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "2^24 category limit error and stale generate warning are not the same issue." + "reason": "Category-cardinality runtime limit and a stale generate() warning are not the same problem." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast TypeError are unrelated." + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType errors affect different APIs and outputs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and v5.3.0 video-input regression for multiple VLMs are different preprocessing bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs via AutoModel/pipeline are unrelated model-specific problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import in Gemma4 processor loading and tokenizer protobuf error masking are separate dependency and exception-handling bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save/tokenization failure are different tokenizer implementations and failures." } ] }, @@ -8421,13 +8471,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:29127", "issue:29942", @@ -8457,260 +8507,253 @@ "issue:43873", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44279", "issue:44361", "issue:44442", "issue:44462", - "issue:44479", "issue:44610", + "issue:44625", "issue:44871", "issue:44977", + "issue:45103", "issue:45198", "issue:45372", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", + "issue:45584", "issue:45593", "issue:45834", "issue:45859", "issue:46121" ], "soft_pairs": [ - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:45372|issue:45459", - "issue:44186|issue:45198", - "issue:44871|issue:44977", "issue:43065|issue:45412", + "issue:44871|issue:44977", "issue:43611|issue:46121", "issue:44361|issue:45198", "issue:42915|issue:42994", - "issue:42490|issue:43873", "issue:32090|issue:33290", + "issue:42490|issue:43873", "issue:33357|issue:39692", - "issue:43066|issue:44462", "issue:29942|issue:30064", + "issue:43066|issue:44462", "issue:29127|issue:34567", "issue:43994|issue:45412", "issue:44265|issue:45198", - "issue:43257|issue:43278", "issue:43756|issue:45440", + "issue:43257|issue:43278", "issue:43421|issue:45491", "issue:43653|issue:44442", "issue:43381|issue:43701", - "issue:43824|issue:44279", "issue:44610|issue:45412", + "issue:43824|issue:44279", "issue:45440|issue:45593", "issue:29127|issue:33357", "issue:29942|issue:36010", "issue:43526|issue:45834", - "issue:43761|issue:45859" + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:44625|issue:45584" ], - "prepared_review_unit_hash": "796b20125a79070af577c3e58d35d8d42e82efe2a0bf52a9b8fea327e45922c0", + "prepared_review_unit_hash": "bf11c1feed5cd1e83475d309b6423032611b196b6ed4b3dc0424cd6be9674a9b", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36334, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "soft_pair_count": 28, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span tokenizers, trainer state, model loading, quantization, vision processors, export, and memory/offload bugs. I do not see any pair that clearly describes the same underlying bug or fix, so all soft edges are rejected. If a representative issue is needed, issue 44462 is the strongest general loader-path bug among the set.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical duplicate emerges; the issues are unrelated across many subsystems and failure modes.", + "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated across tokenizer loading, model architecture, quantization/offloading, export, training, and documentation bugs, so the soft edges should be rejected.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43873 is the broadest and most user-facing item in the set, centered on quantization/offloading behavior, so it is the closest thing to an anchor; however, the cluster is too mixed to treat it as a real duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is a clear, user-facing, reproducible loading bug with broad impact in a common path, so it is the best representative issue in this mixed set.", + "best_issue_reason": "issue:43873 is the best global representative only by breadth, not because it is actually duplicate-linked to the others; most items are separate bugs in different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Different regressions in different code paths: feature extractor argument handling vs multimodal video-input behavior." - }, { "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Unrelated bugs: a dummy Conv2d in Sam3PixelDecoder vs incorrect SigLIP2 outputs with AutoModel/pipeline." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Different tokenizer-loading failures: Gemma 4 processor import issue vs protobuf-missing decode error masking." - }, - { - "left": "issue:44186", - "right": "issue:45198", + "right": "issue:45412", "accept": false, - "reason": "Different model families and failures: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure." + "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Different bugs: eos_token_id config mismatch vs flash-attention generation regression." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Different problem classes: model layer placeholder vs RT-DETR memory release/GC issue." + "reason": "Different models and failure modes: eos_token_id mismatch vs flash-attention generation breakage." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Different loading/config bugs: base_model_prefix breakage vs rope-validation TypeError on JSON-loaded lists." + "reason": "Different code paths: base_model_prefix loading regression vs rope-parameter JSON list type error." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and failure modes: MLuke task AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "Different tokenizers/models and distinct failures: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Different quantization issues: FineGrainedFP8Config failure vs quantized model saving." + "reason": "Both involve quantization, but one is FineGrainedFP8 loading and the other is quantized model saving; not the same bug." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Different paths: local-path slash import warning vs quantization/offloading behavior." + "reason": "Unrelated issues: trainer NoneType broadcast error vs deepspeed Adafactor OOM." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different failures: NoneType broadcast error in Trainer vs OOM with Adafactor and DeepSpeed." + "reason": "Import warning on trailing slash paths is unrelated to quantization/offloading behavior." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Different scope: MacOS bus error for a pretrained CLIP model vs documentation example/model mismatch and quantization errors for SigLIP2." + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different problems, even if both are model-specific." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both involve tokenizer loading, but the concrete bugs differ: decoder type in v5 vs AutoTokenizer ignoring repository tokenizer.json." + "reason": "Flash Attention 2 test failures and void segmentation-map preprocessing are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Unrelated test failure vs image processor void-segmentation-map handling." + "reason": "Both touch tokenizer loading, but one is decoder type selection and the other is tokenizer.json being ignored." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Different concerns: clearer error messaging for LayoutLMv3 boxes vs TrainerState token-count tracking." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different issues: SigLIP2 bad outputs vs RT-DETR memory leak." + "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs RT-DETR memory leak." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different code paths: torch.export compatibility with torch_compilable_check vs Wav2Vec2 save/tokenization." + "reason": "Different subsystems: torch.export compatibility vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Different failures: Qwen3 MoE weights not converting under accelerate+deepspeed vs dtype drift between train and eval." + "reason": "Both are model-architecture bugs, but they concern different models and different root causes." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "Different model-specific bugs: Smollm3 RoPE layer mismatch vs DeepseekV3MoE divergence from remote implementation." + "reason": "Different issues: Qwen3 MOE weight conversion vs embedding dtype drift in eval." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Different subsystems: runtime special-token post-processing vs Gemma3 NaN embeddings with sliding-window attention." + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are separate runtime bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer problems: BigBird mask-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Both are tokenizer-related, but they affect different tokenizers and different failure modes." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Different behaviors: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Different import/dependency issues: missing Qwen2.5-VL symbol vs generic transformers dependency problem." + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory release behavior." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different bugs: processor output size mismatch vs model memory not being released." + "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different model behavior: DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss omission." + "reason": "Different models and behaviors: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss logic." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Different domains and failures: LayoutLMv3 error clarity vs MacOS bus error for CLIP." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a CLIP bus error on MacOS." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Different issues: Flash Attention 2 test failures vs GenerationMixin import error." + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are different regressions." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different processor bugs: BeitImageProcessorFast reduce_labels behavior vs Kosmos2.5 long-OCR index error." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are distinct preprocessing failures." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different regressions: CLIPVisionModel hidden_states not returned vs Qwen3_5Moe CPU offload incompatibility." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure involve different components." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label reduction and LayoutLMv2Tokenizer crashing on NER inputs are separate bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." } ] }, @@ -8726,13 +8769,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:29127", "issue:33290", @@ -8743,10 +8786,12 @@ "issue:42915", "issue:43232", "issue:43262", + "issue:43316", "issue:43334", "issue:43381", "issue:43388", "issue:43441", + "issue:43525", "issue:43526", "issue:43531", "issue:43575", @@ -8754,17 +8799,17 @@ "issue:43701", "issue:43723", "issue:43761", + "issue:43873", "issue:43931", "issue:44062", "issue:44077", "issue:44079", - "issue:44186", + "issue:44188", "issue:44206", "issue:44387", "issue:44442", "issue:44464", "issue:44479", - "issue:44625", "issue:44743", "issue:44811", "issue:44857", @@ -8772,29 +8817,24 @@ "issue:44977", "issue:45003", "issue:45072", - "issue:45103", "issue:45245", "issue:45290", - "issue:45372", "issue:45440", "issue:45479", "issue:45491", - "issue:45584", "issue:45588", + "issue:45803", "issue:45907" ], "soft_pairs": [ - "issue:45103|issue:45372", - "issue:43526|issue:44186", - "issue:44625|issue:45584", "issue:29127|issue:35141", "issue:43334|issue:43531", "issue:44442|issue:45072", - "issue:42915|issue:43931", "issue:44977|issue:45245", + "issue:42915|issue:43931", "issue:43526|issue:44857", - "issue:42490|issue:43381", "issue:44464|issue:45491", + "issue:42490|issue:43381", "issue:43575|issue:43701", "issue:43262|issue:44206", "issue:43575|issue:44387", @@ -8809,192 +8849,216 @@ "issue:43232|issue:43388", "issue:44442|issue:44898", "issue:33290|issue:34567", - "issue:33290|issue:34689" + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43761|issue:44188", + "issue:43381|issue:43873", + "issue:44442|issue:45803" ], - "prepared_review_unit_hash": "0c003826f099711a1df0ae44136d52b8a3bc9871b6cf8afef872dbaf053ab1e7", + "prepared_review_unit_hash": "6ce309191023d43b055e78f670ed4c89e16de2235a3b34bd5452132906734e33", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35690, - "estimated_input_tokens": 8923, - "estimated_eval_tokens": 18102 + "soft_pair_count": 29, + "serialized_chars": 36489, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs that only share broad themes like model loading, generation, or tokenizer behavior. I would not merge any of the proposed soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "If one issue must represent the cluster, issue 45584 is the strongest standalone tracker: it is open, has inbound references, and describes a concrete reproducible runtime failure. That said, the items here are not true duplicates of one another.", + "summary": "This cluster is mostly heterogeneous; the soft pairs are broad thematic similarities, not the same underlying bug or change. I would treat the set as a loose memory/quantization-heavy grouping, with no duplicate-merge candidates among the listed pairs.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43873 is the best representative anchor in this set: it is broad, actively discussed, and has inbound references, so it most plausibly serves as the cluster\u2019s canonical issue despite the surrounding heterogeneity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45584 is the best single issue to keep as a representative because it has clear user impact and the most discussion/inbound references among the open issues. It still should not absorb the others as duplicates.", + "best_issue_reason": "Issue #43873 is the strongest global issue choice here because it has the broadest problem statement and the most cross-link activity among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Different failures in different loading paths: docstring parsing with future annotations vs Gemma processor import dependency breakage." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "Different tokenizer/image-processor bugs affecting different models and inputs; no same concrete code path." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 config propagation bug vs Whisper empty-transcription generation failure are unrelated." - }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "One is a LayoutLMv3 error-message clarity issue, the other is an embedding reinitialization bug during resizing." + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token embedding reinitialization in post_init." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "Both involve Qwen models, but one is a missing pad_token_id config attribute and the other is a sliding_window issue in Qwen3-MoE; not the same bug." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatch are different bugs in different subsystems." + "reason": "Unrelated components: tokenizer loading failure vs dtype mismatch during bfloat16 inference." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different Qwen model families and different failure modes: FP8 config handling vs weight-shape mismatch." + "reason": "Different problem classes: flash-attention generation bug vs category-count limit runtime error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Flash-attention generation regression is unrelated to the category-count runtime error." + "reason": "Both are Qwen-related loading failures, but one is FineGrainedFP8Config behavior and the other is a weight-shape mismatch for a different model." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and LwDetr AMP crash are distinct issues." + "reason": "Different image-processing/training failures: label reduction bug vs AMP/CUDA crash." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are not the same bug." + "reason": "Different runtime paths: compiled forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is separate from Gemma3 sliding-window NaN embeddings." + "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on model load and resume-from-checkpoint key mismatch are unrelated." + "reason": "OOM on tensor-parallel model loading vs resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and LaserFeatureExtractor center-arg crash are different code paths." + "reason": "Both audio/processor adjacent, but one is a default sampling-rate bug and the other is an unsupported argument passed by a feature extractor." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tp load failure and the other is int4 quantization memory growth; not the same underlying bug." + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs increased reserved memory under int4 quantization." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset in Qwen3.5 is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Recurrent-state reset in cache handling is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General Transformers 5.0 custom-init breakage is broader than the specific patchtsmixer post_init policy issue." + "reason": "General v5 custom model init breakage and a specific model's post_init allowance are related only at a very high level, not the same concrete bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-flag collision and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files missing revision forwarding." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention crashes in different models/code paths; not mergeable as one fix." + "reason": "Both touch flash attention, but one is a model-specific regression and the other is an integration crash on sink-less models with s_aux=None." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Missing hidden_states output in CLIPVisionModel is not the same as ModelOutput key assignment for previously-None keys." + "reason": "Possible loose relation through outputs, but one is CLIPVisionModel hidden_states regression and the other is a generic ModelOutput key assignment bug; not the same issue." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading failure and degenerate zero-loss classification setup are unrelated." + "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE parity with remote implementation." + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models and chat-template crash on tool-call assistant messages are different bugs." + "reason": "Video-input regression across Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation bookkeeping after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + "reason": "Generation kwargs sync behavior and metric gathering label truncation are different code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation at non-default resolution." + "reason": "Tokenizer loading failure and Perceiver image classification failure are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are unrelated." + "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token counting." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer memory issue and Llama 3.2 Vision loading regression do not share the same bug." + "reason": "OOM in deepspeed/Adafactor and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but they affect different model families and different missing behavior." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state caching bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and a bare-except bug in Fuyu tensor conversion are unrelated." } ] }, @@ -9010,71 +9074,66 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:28282", "issue:33290", "issue:34689", - "issue:35141", "issue:36010", "issue:36331", - "issue:42490", "issue:42907", "issue:43065", "issue:43295", "issue:43316", - "issue:43381", "issue:43404", "issue:43441", "issue:43493", - "issue:43525", "issue:43540", + "issue:43550", "issue:43611", "issue:43643", + "issue:43701", "issue:43716", "issue:43720", "issue:43749", - "issue:43761", "issue:43825", "issue:43827", "issue:43873", "issue:43931", "issue:44077", "issue:44162", - "issue:44188", "issue:44190", "issue:44442", "issue:44479", "issue:44496", "issue:44514", "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", + "issue:44987", "issue:45137", "issue:45216", "issue:45698", "issue:45759", - "issue:45803" + "issue:45803", + "issue:46170", + "issue:46178" ], "soft_pairs": [ - "issue:43316|issue:43525", - "issue:42490|issue:44743", - "issue:33290|issue:35141", - "issue:43381|issue:43873", - "issue:44442|issue:45803", - "issue:43761|issue:44188", "issue:34689|issue:43611", + "issue:44987|issue:46178", "issue:43720|issue:44442", "issue:44077|issue:44479", "issue:43931|issue:45216", @@ -9083,216 +9142,207 @@ "issue:34689|issue:36010", "issue:43316|issue:45759", "issue:33290|issue:36331", - "issue:43749|issue:43931", "issue:43873|issue:44871", + "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:44190|issue:44496", "issue:44855|issue:45137", "issue:25251|issue:28282", "issue:43540|issue:44514", + "issue:43065|issue:44617", "issue:44162|issue:44792", "issue:43295|issue:43825", - "issue:43065|issue:44617", "issue:43316|issue:44877", "issue:43316|issue:43716", - "issue:43404|issue:43441" + "issue:43550|issue:43701", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "e12d8853e66d89f46dd445453e31cbe7e618e1abaa47f7ef3785c0bf68e8e667", + "prepared_review_unit_hash": "3015890ca43df1dd0cd112e4bf56e244db7b7af9ff12b567f7c96277432dbf98", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36197, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "soft_pair_count": 26, + "serialized_chars": 35415, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated model-loading, config, tokenizer, or multimodal regressions that only share broad Transformers vocabulary. I do not see any pair that is the same underlying bug/change, so no soft edges should be merged.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the set because it describes a general v5 model-loading regression, but the cluster as a whole is too mixed to have a strong true duplicate nucleus.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad words like loading, config, or regression, but they point to different models, APIs, and code paths. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the issues span unrelated bugs (model loading, config handling, video input, distributed training, docs, and backend/import errors), so none is a representative duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to anchor on because it is broad and systemic, whereas most others are narrower model-, config-, or processor-specific regressions.", + "best_issue_reason": "No global best issue: there is no single underlying bug or change shared across the cluster; the candidate matches are only superficial similarities.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config-related, but they affect different models and different fields; not the same bug." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "A local-path import warning and a recurrent-state cache bug are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Deepspeed/Adafactor OOM and embedding reinitialization in post_init are different code paths." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate issues." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer-loading failure and a bare-except bug in tensor conversion are not the same defect." - }, - { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + "reason": "Both involve loading failures, but 34689 is a specific Llama 3.2 Vision regression in 4.46.2 while 43611 is a generic v5 base_model_prefix loading break; different causes." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Both are loading regressions, but for different causes and model families; not mergeable as one fix." + "reason": "Both are import/backend-related, but 44987 is a model-loading regression for physical-intelligence/fast and 46178 is a tensorflow_text backend mapping error on Windows/ROCm; unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer class loading are unrelated." + "reason": "43720 is about unpacking BitNet packed weights during accelerate loading; 44442 is an AutoTokenizer failure for FastSpeech2ConformerTokenizer. Different subsystems." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A model post_init policy issue and a video-input regression are different bugs." + "reason": "44077 concerns patchtsmixer post_init API behavior, while 44479 is a Qwen video-input regression. No shared code-path bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape mismatch on load and incorrect save_pretrained checkpoint contents are different failure modes." + "reason": "Both are weight/config loading issues, but 43931 is Qwen3-VL shape mismatch and 45216 is Qwen3.5 save_pretrained corruption; different models and failure modes." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline are unrelated." + "reason": "43493 is a SigLIP2 implementation discrepancy; 43827 is a docs issue about pipeline references after removals. Code bug vs documentation." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows, but one is dequantized-model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "42907 is a dequantized save failure, while 45698 is loading the wrong custom module after save_pretrained. Related only by save/load wording, not the same bug." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "A model-loading regression and a missing GenerationMixin import are not the same issue." + "reason": "A model-loading regression versus an import failure for GenerationMixin; these are unrelated code paths." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config APIs, but they concern different models and different handling of text_config." + "reason": "Both are config-related, but 43316 is a Gemma3TextConfig API discrepancy and 45759 is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs; distinct issues." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed memory use and a custom trainer signature change are unrelated." + "reason": "33290 is an OOM with Adafactor+DeepSpeed; 36331 is a Trainer API signature mismatch. Different problems." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are different loading bugs." + "reason": "Quantization/offloading behavior and eos_token_id config inconsistency are unrelated." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Quantization offloading and eos_token_id config inconsistency do not share a concrete fix." + "reason": "43749 is broken FSDP CPU RAM efficient loading; 43931 is a Qwen3-VL weight-shape mismatch. Both mention loading, but not the same bug." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting are different config-serialization problems." + "reason": "43643 is trust_remote_code returning incomplete configs; 44913 is GPTNeoX rotary_pct not persisting on reload. Similar theme, different root cause." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script and an unrecognized model config are unrelated." + "reason": "44190 is a local dataset loading script issue; 44496 is an unrecognized model/config model_type error. Different failure points." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "44855 is a Python 3.13 import/parsing error in DebertaV2Model; 45137 is a DeepSpeed ZeRO3 deque underflow. Unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k shape change and missing PyTorch ImportError are unrelated." + "reason": "Pipeline top_k output shape regression and missing PyTorch import for AutoModel are unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen multimodal processing bugs, but one is video-input handling and the other is batched chat-template padding behavior." + "reason": "Both involve Qwen multimodal code, but one is video input handling in Qwen3OmniMoe and the other is batched apply_chat_template with padding=False. Not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different issues in different parts of the model." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and janus image-generation test failure do not share a concrete code path." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and pipeline error-message wording are different issues." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same bug." + "reason": "43295 is a processor.tokenizer regression after v4.57.5; 43825 is an incorrect pipeline error message about translation support. Different surfaces." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but they affect different model families and different loading logic." + "reason": "Both are config-related, but Gemma3TextConfig API mismatch and granite_speech strict-config loading are distinct model/config issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3 config API inconsistency and Mistral-3 dtype mismatch are unrelated." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch between preprocessor and model are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and resume_from_checkpoint key mismatch are different training/runtime bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature and Windows ROCm torch.distributed import/type errors are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "One is lm_head weight tying, the other is FlashAttention failure; different code paths." + "reason": "Both are Mistral-family issues, but 43404 is untied lm_head weights and 43441 is a FlashAttention failure in Ministral-3; different code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." } ] }, @@ -9308,16 +9358,14 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ - "issue:16998", - "issue:22355", "issue:32090", "issue:35141", "issue:41950", @@ -9329,7 +9377,7 @@ "issue:43504", "issue:43525", "issue:43531", - "issue:43550", + "issue:43572", "issue:43575", "issue:43606", "issue:43646", @@ -9342,6 +9390,7 @@ "issue:43931", "issue:44060", "issue:44077", + "issue:44190", "issue:44242", "issue:44464", "issue:44479", @@ -9353,6 +9402,7 @@ "issue:44792", "issue:44871", "issue:44913", + "issue:44964", "issue:44977", "issue:45127", "issue:45200", @@ -9361,21 +9411,17 @@ "issue:45563", "issue:45584", "issue:45698", - "issue:45803", "issue:46050", - "issue:46170" + "issue:46178" ], "soft_pairs": [ - "issue:43550|issue:43701", - "issue:16998|issue:22355", - "issue:45803|issue:46170", "issue:43606|issue:43701", "issue:44077|issue:44534", "issue:44871|issue:45584", "issue:43673|issue:44743", "issue:42617|issue:43575", - "issue:41950|issue:43475", "issue:43575|issue:43742", + "issue:41950|issue:43475", "issue:43295|issue:44871", "issue:43388|issue:43688", "issue:43761|issue:44479", @@ -9383,221 +9429,224 @@ "issue:45127|issue:45200", "issue:44871|issue:46050", "issue:43646|issue:44913", + "issue:43572|issue:46178", "issue:43504|issue:45698", "issue:32090|issue:35141", - "issue:44734|issue:45406", "issue:44617|issue:45584", + "issue:44734|issue:45406", "issue:45563|issue:45584", - "issue:43525|issue:43531", "issue:43761|issue:44242", - "issue:43931|issue:44060", + "issue:43525|issue:43531", "issue:44792|issue:44977", + "issue:43931|issue:44060", "issue:43906|issue:45290", "issue:44479|issue:44734", - "issue:44464|issue:45563" + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:44534|issue:44913" ], - "prepared_review_unit_hash": "fe936d6a3630a5c35d3ffbb0a03c2135a82934e771528c21ba14614057e613ff", + "prepared_review_unit_hash": "610e40e91628fd0fffc919bab8454bb4790eb331fd984118ebd455ed7585c649", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36443, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers bug reports with superficial title similarity around loading, generation, and model-specific regressions. None of the soft pairs look like the same underlying issue, so all candidate duplicate edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45698 is the best anchor in this set: it is open, has substantial discussion, and describes a concrete reproducible save/load regression affecting custom modules.", + "summary": "This cluster is very heterogeneous: most items are unrelated Transformers bugs spanning model loading, generation, configs, multimodal processors, and training/runtime regressions. The soft edges are mostly lexical similarities rather than the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression-style report in the set; it best represents the cluster\u2019s recurring v5 initialization/load regression theme without being tied to a single niche model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most suitable representative issue because it is broad, actionable, and centered on a specific loading regression rather than a model-specific one-off failure.", + "best_issue_reason": "issue:43646 is the best single issue representative because it is broad and version/regression-focused, making it the closest umbrella for the cluster\u2019s overlapping Transformers 5.x breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Different failures: Bamba torch.compile/SDPA runtime bug vs resume_from_checkpoint key mismatch." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Unrelated topics: model_max_length question vs missing transformers.onnx import." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Different subsystems: Fuyu tensor conversion exception handling vs Windows/ROCm distributed import failure." - }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatches." + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch. No shared code path or symptom." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is a post_init API restriction, the other is non-persistent buffer initialization corruption." + "reason": "One is about patchtsmixer post_init policy, the other about non-persistent buffers being filled with junk. Similar v5 timing, but different bugs." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma EOS config mismatch and Whisper empty-transcription crash are different bugs." + "reason": "Gemma-3 eos_token_id mismatch is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache semantics, but the models and concrete failure modes differ materially." + "reason": "Both involve cache behavior, but one is missing GenerationMixin cache in chunked_prefill while the other resets recurrent states in modular_qwen3_5. Not the same defect." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution error vs tensor-parallel OOM while loading a Qwen model." + "reason": "3d_parallel.py execution issue and Qwen2-57B-A14B-A14B tp OOM are different runtime problems." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Pipeline processor lookup bug is unrelated to SAM3 vision encoder missing attribute." + "reason": "OOM during tensor-parallel loading is not the same as a key error while loading facebook/MobileLLM-125M." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "OOM on tp load is unrelated to a MobileLLM config/key loading error." + "reason": "Video-classification image-processor lookup bug and SAM3 video missing attribute error are different multimodal issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression and Gemma EOS list-vs-scalar mismatch are distinct issues." + "reason": "Custom model code regression around processor.tokenizer is unrelated to Gemma eos_token_id configuration." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering label truncation is unrelated to auxiliary loss normalization." + "reason": "Both concern training/evaluation losses, but one drops label elements in gather_for_metrics while the other misnormalizes auxiliary loss. Not the same bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states bug and Qwen VL video-input regression affect different code paths." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression affect different model families and code paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading-related, but gguf_file handling and unrecognized model_type are different root causes." + "reason": "gguf_file loading failures are about tokenizer/model loaders, while Olmo-Hybrid-Instruct-SFT-7B lacks a model_type config. Separate load-time errors." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/tied-embeddings collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge with extended vocab collapse is a weight-tying issue; Gemma 4 mm_token_type_ids defaulting is a multimodal input handling issue." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token config mismatch is unrelated to sinq save/load quantization breakage." + "reason": "Gemma eos_token_id mismatch is unrelated to quantized model save/load breakage after sinq." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General custom model init regression is not the same as GPTNeoX rotary_pct persistence on reload." + "reason": "Custom model initialization regression is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and backend mapping missing tensorflow_text are unrelated config/backend issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading, but BEiT legacy-field preset loading and wrong custom-module selection are different bugs." + "reason": "Beit semantic segmentation legacy-field loading bug is different from wrong custom module selection after save_pretrained." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error is unrelated to embedding reinitialization in post_init." + "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization after resize are unrelated training/model-init bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM is a capacity issue; Whisper empty transcription failure after align_special_tokens is a generation/tokenization edge case." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "KV cache continuation tensor indexing crash in serve is not the same as Gemma4Processor missing _tokenizer." }, { - "left": "issue:44617", + "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "Paged generate stale warning for num_return_sequences is unrelated to Whisper failing on empty transcription." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "A stale warning about num_return_sequences is not the same as a transcription crash." + "reason": "CLIPVision hidden_states regression and load balancing loss omission in MoE routing are different bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id and sliding_window behavior in different models are not the same defect." + "reason": "Missing pad_token_id on Llama4Config and sliding_window issues in Qwen3-MoE are separate configuration/model behavior problems." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Vision hidden_states regression is unrelated to load balancing loss being omitted." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/path regressions." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated repro of another issue is not the same as the assistant-tool-call crash in apply_chat_template." + "reason": "A repro of an earlier issue and chat template crashes on tool-call assistant messages are not the same underlying bug." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression for Qwen VL models and serve KV-cache continuation indexing are distinct problems." + "reason": "Video-input regression in several Qwen VL models is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale warning on num_return_sequences." + "reason": "Chunked generation inconsistencies with compiled forward are not the same as a stale warning in paged generate()." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script and Phi-4 multimodal model loading failure are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct not persisting are both save/load related but clearly different fields and failure modes." } ] }, @@ -9613,13 +9662,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:35141", "issue:36246", @@ -9628,6 +9677,7 @@ "issue:42490", "issue:43065", "issue:43116", + "issue:43295", "issue:43335", "issue:43479", "issue:43540", @@ -9643,7 +9693,6 @@ "issue:44220", "issue:44462", "issue:44521", - "issue:44534", "issue:44610", "issue:44734", "issue:44737", @@ -9653,7 +9702,6 @@ "issue:44913", "issue:44933", "issue:44938", - "issue:44964", "issue:45127", "issue:45245", "issue:45276", @@ -9671,231 +9719,195 @@ "issue:46121" ], "soft_pairs": [ - "issue:44190|issue:44964", - "issue:44534|issue:44913", "issue:43827|issue:43994", - "issue:44792|issue:45600", "issue:44521|issue:45381", + "issue:44792|issue:45600", "issue:41720|issue:45245", "issue:44855|issue:45588", "issue:43065|issue:44610", - "issue:44933|issue:45362", "issue:35141|issue:42490", + "issue:44933|issue:45362", "issue:44077|issue:44877", - "issue:43550|issue:44190", "issue:43335|issue:44855", - "issue:43644|issue:44913", + "issue:43550|issue:44190", "issue:43976|issue:44855", + "issue:43644|issue:44913", "issue:45127|issue:45357", "issue:44737|issue:45803", "issue:43540|issue:44734", "issue:44462|issue:45907", - "issue:44938|issue:45542", "issue:44112|issue:45600", "issue:43335|issue:44190", "issue:46082|issue:46121", + "issue:44938|issue:45542", "issue:43116|issue:44190", "issue:45276|issue:45584", "issue:43479|issue:45375", "issue:36246|issue:41628", - "issue:43650|issue:44220" + "issue:43295|issue:45276", + "issue:43650|issue:44220", + "issue:45245|issue:45584" ], - "prepared_review_unit_hash": "e5791d792266579718867401756dce094cc096600cdfcab5a8d5ee5e82ba224b", + "prepared_review_unit_hash": "95853638655552f5a3e585b4a59828d91174f23d19a89851c0f4a8ec66f453c6", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36181, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs in imports, configs, multimodal models, CI, and docs. I would not merge any of the suggested soft pairs as duplicates. If a single issue must represent the cluster, issue 44521 is the most active and broadly scoped, but the set is not really cohesive.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports, import issues, config regressions, and example-script failures. The soft links mostly reflect superficial keyword overlap rather than the same underlying defect, so none of the candidate pairs should be merged as duplicates.", "confidence": 0.9, - "canonical_issue_reason": "Issue 44521 is the strongest representative by activity and breadth (open, many discussion entries, multiple inbound refs), though the overall cluster is not semantically unified.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best duplicate-triage anchor among this set because it has the most ongoing discussion and cross-references; the other issues are mostly one-off, narrow reports in unrelated areas.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading in an example script vs a model import failure; different code paths and symptoms." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Both involve configuration/state, but one is about non-persistent buffers being filled with junk and the other about a config field not surviving reload." - }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still mentioning pipeline() vs incorrect model outputs from AutoModel/pipeline; unrelated bug classes." + "reason": "Both mention pipeline, but one is about stale docs after v5 removals and the other is about a model/pipeline inference quality bug." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs; different models and failures." + "reason": "Both are multimodal-related, but the reported failures are different code paths: assistant masks vs video vision position ids." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both are multimodal, but one is all-zero assistant masks in chat templating and the other is wrong vision_position_ids for Qwen2.5-VL video input." + "reason": "Different subsystems and failures: Janus image-generation test breakage vs removed Sam3LiteText entries in auto-mappings." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to the category-count limit error." + "reason": "Completely different bugs: a Qwen3 CUDA assert under device mapping vs a category-count runtime limit." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parse failure in DebertaV2 vs flash_attention crash on s_aux=None; distinct root causes." + "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor output size mismatch in OmDet-Turbo; different subsystems." + "reason": "Different models and failure modes: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model image-size mismatch." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated issues." + "reason": "Token-embedding reinitialization and local-path trailing-slash import warnings are unrelated bugs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Embedding reinit after resize_token_embeddings vs import warning for paths ending with a slash; no shared code path." + "reason": "A missing image_utils import is unrelated to a Qwen3.5 chat runtime crash." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init support vs strict config loading for granite_speech; related only at a very broad config level." + "reason": "Both touch config handling, but one is about optional post_init in patchtsmixer and the other about strict config loading for granite_speech." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different code paths: SwitchTransformers layer construction vs DebertaV2 import failure on Python 3.13." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs local dataset loading in an example script; unrelated." + "reason": "One is a torch.compile/SDPA model bug; the other is a dataset-loading problem in an example script." }, { - "left": "issue:43335", + "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Python 3.13 indentation/import error; different areas entirely." + "reason": "Both are Python-version related, but one is a packaging/runtime support issue and the other is a specific import parser failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers initialized with junk vs rotary_pct not persisting on reload; both serialization-adjacent but not the same bug." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "General Python-version compatibility issue vs a specific decorator/comment parsing failure; not the same underlying defect." + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload behavior are different config/state bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab vs incorrect visual encoder keys on save_pretrained; both Qwen-related but different code paths." + "reason": "LoRA merge corruption with extended vocab is unrelated to incorrect visual encoder keys being saved." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug vs bare except swallowing errors in FuyuBatchFeature; unrelated." + "reason": "XLNet device placement bug and a bare-except swallowing KeyboardInterrupt are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation crash; different execution paths." + "reason": "Different failures in different paths: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files failing to forward revision; different Hub API behaviors." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 loading failure vs TensorBoard/TensorFlow backend mismatch; environment-related but distinct." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/API bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI device override flake vs Sam3LiteText auto-mapping breakage; no shared bug." + "reason": "A stale CI test in GraniteSpeech is not the same issue as broken auto_mappings references for Sam3LiteText." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "SwitchTransformers config bug vs example script dataset loading issue; unrelated." + "reason": "Both are config validation errors, but they affect different parameters and code paths." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Llama head_dim validation vs rope param validation on JSON-loaded lists; both config bugs, but different validation logic and symptoms." + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend error." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example returns empty results vs local dataset loading failure; separate example-script bugs." + "reason": "An example classification script returning empty predictions is unrelated to loading a local dataset." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 resize_token_embeddings not updating outputs vs Whisper empty-transcription generation failure; unrelated." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Phi4MultimodalConfig defaulting None fields vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig; both config issues, but not the same one." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Two different import errors for different symbols; same broad symptom, but not the same missing export." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "A non-informative placeholder issue vs an audio feature extraction bug; no duplicate evidence." + "reason": "Gemma4 embedding-resize behavior and Whisper empty-transcription handling are unrelated model-specific bugs." } ] }, @@ -9911,13 +9923,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36246", "issue:38175", @@ -9930,6 +9942,7 @@ "issue:43295", "issue:43299", "issue:43335", + "issue:43381", "issue:43404", "issue:43441", "issue:43526", @@ -9942,12 +9955,14 @@ "issue:43976", "issue:44016", "issue:44062", + "issue:44075", "issue:44112", "issue:44186", "issue:44220", "issue:44246", "issue:44279", "issue:44336", + "issue:44368", "issue:44496", "issue:44561", "issue:44683", @@ -9958,8 +9973,6 @@ "issue:45003", "issue:45042", "issue:45216", - "issue:45245", - "issue:45276", "issue:45335", "issue:45446", "issue:45584", @@ -9968,16 +9981,14 @@ "issue:45632" ], "soft_pairs": [ - "issue:43295|issue:45276", - "issue:45245|issue:45584", "issue:41950|issue:44016", - "issue:42175|issue:44279", "issue:36246|issue:38617", + "issue:42175|issue:44279", "issue:44186|issue:44734", "issue:44683|issue:45446", "issue:44246|issue:45003", - "issue:44016|issue:44220", "issue:43404|issue:45216", + "issue:44016|issue:44220", "issue:38175|issue:43065", "issue:44734|issue:45632", "issue:43643|issue:44496", @@ -9986,8 +9997,8 @@ "issue:43854|issue:44964", "issue:44112|issue:44964", "issue:43976|issue:44987", - "issue:42907|issue:43441", "issue:42490|issue:45632", + "issue:42907|issue:43441", "issue:43531|issue:45600", "issue:43295|issue:45335", "issue:43526|issue:43901", @@ -9996,210 +10007,227 @@ "issue:43673|issue:44336", "issue:43824|issue:44933", "issue:43335|issue:45593", - "issue:43299|issue:45216" + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584" ], - "prepared_review_unit_hash": "b2be04d4bdff9f6e54de0ce8086bf879923d9db3ae803b3008e0d41c466f979f", + "prepared_review_unit_hash": "3dcc6d8a5db41c8b90fbb2d019978107ac583bbe7d8ef2691eddc513ea65f053", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35785, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37277, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: import regressions, model-specific loading bugs, tokenizer/pipeline issues, and unrelated docs/CI reports. None of the soft pairs look like true duplicates; the closest themes still fail the strict same-code-path test. The clearest representative issue is the Qwen2.5-VL import regression.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43824 is the most concrete, well-scoped representative: a specific top-level import regression with clear affected symbol and inbound references.", + "summary": "The cluster is heterogeneous: all proposed soft pairs describe different bugs, models, or code paths rather than the same underlying issue. No PRs are present. If a single issue must represent the set, issue 43824 is the strongest standalone regression report, but it is not a duplicate of the others.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43824 is the most concrete and broadly impactful report here: a clear ImportError on a named public model class, with multiple inbound references and substantial discussion. It is the best representative issue among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43824 is the best single issue to anchor this cluster because it is explicit, reproducible, and broadly recognizable as a Transformers export/import regression.", + "best_issue_reason": "issue:43824 is the strongest action-oriented issue in the set: specific failure, clear symptom, and useful external impact. It stands best as a representative issue, though not as a duplicate magnet for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Both mention resize/tokenization-related regressions, but they affect different model stacks and different code paths." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "One is a category-cardinality runtime error; the other is a Whisper generation failure after token alignment. Not the same bug." - }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline processor lookup bug and a notebook syntax error are unrelated." + "reason": "Different problems: pipeline image-processor lookup vs notebook syntax error." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Dependency/backend packaging trouble vs a generic dependency issue; too broad and not the same concrete failure." + "reason": "Both are ImportErrors, but for different symbols/modules and unrelated fixes." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules and different fixes." + "reason": "Generic dependency/backend complaint vs vague dependency issue; no shared concrete bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crashes and serve KV-cache continuation indexing are unrelated code paths." + "reason": "Different code paths: tokenizer padding/NER crash vs serving KV-cache continuation indexing." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is a torch-2.9 compiled failure and the other is a version-check/import guard issue." + "reason": "Same subsystem (flex_attention) but different concrete failure modes and fixes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are adjacent, but not clearly the same defect." + "reason": "Import-time slowness vs unsafe sys.modules access; not the same underlying bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." + "reason": "Different model families and different bugs: weight tying vs save_pretrained regression." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different model families and different bugs: untied weights vs incorrect save_pretrained output." + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "A probability anomaly in SIGLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." + "reason": "Unrelated model outputs issue vs dummy Conv2d implementation detail." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache continuation bug and local trust_remote_code cache collision are different subsystems." + "reason": "Serving tensor-indexing crash is unrelated to local trust_remote_code cache path collisions." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is missing fields with trust_remote_code; the other is an unrecognized model lacking model_type. Similar category, different bug." + "reason": "Config object missing fields with trust_remote_code is distinct from missing model_type unrecognized-model loading." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both concern model loading, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references." + "reason": "Different models and different breakages: Phi-4 load failure vs removed Sam3LiteText config refs in CI." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both mention trust_remote_code, but one is a removed API break and the other is a cache-path collision." + "reason": "trust_remote_code breakage from removed API is unrelated to cache-path collision behavior." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two different model-loading failures for different models; no shared concrete code path." + "reason": "Different model load failures for different repositories and failure causes." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test flake in GraniteSpeech is unrelated to a multimodal model loading failure." + "reason": "CI device-override test failure is unrelated to Phi-4 loading regression." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python compatibility and a model-load regression are not the same underlying issue." + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:42490", + "right": "issue:45632", "accept": false, - "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention loading; different fixes." + "reason": "Both involve local path handling, but trailing-slash warning and leaf-directory cache collision are different bugs." }, { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Both involve local paths, but one is a warning on trailing slash and the other is a leaf-directory cache collision." + "reason": "Same model family only in name; save/dequantization and FlashAttention loading are distinct bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to Sam3LiteText auto-mapping cleanup." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both mention regression around embeddings/tokenizer APIs, but the affected models and failure modes differ." + "reason": "Processor/tokenizer regression vs resize_token_embeddings not propagating to decoder embeddings." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "An image-processor label bug and a documentation mismatch in text classification are unrelated." + "reason": "ImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in text classification pipeline." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Missing model_type in config and PIL image processor torchvision requirements are different load-time problems." + "reason": "Unrecognized model loading vs PIL backend incorrectly requiring torchvision are separate issues." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + "reason": "Notebook syntax error is unrelated to AddedToken special-argument duplication." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior and ANSI log formatting are entirely separate concerns." + "reason": "Generation cache regression and ANSI terminal output are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but one is a missing top-level export and the other is a nonexistent image_utils import; not the same bug." + "reason": "Missing export for a model class vs nonexistent import from image_utils are different import bugs." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config construction and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + "reason": "Sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are different failure modes." + "reason": "Qwen3VL MoE loading regression is different from Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs/behavior mismatch is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." } ] }, @@ -10215,20 +10243,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:38175", "issue:39692", "issue:41950", + "issue:42994", "issue:43295", "issue:43299", - "issue:43381", + "issue:43317", "issue:43441", "issue:43450", "issue:43479", @@ -10239,14 +10268,13 @@ "issue:43901", "issue:43976", "issue:44016", - "issue:44075", "issue:44242", "issue:44279", "issue:44291", "issue:44297", "issue:44351", - "issue:44368", "issue:44462", + "issue:44466", "issue:44496", "issue:44521", "issue:44617", @@ -10256,14 +10284,14 @@ "issue:45081", "issue:45200", "issue:45216", + "issue:45276", "issue:45278", "issue:45325", - "issue:45335", "issue:45357", "issue:45405", "issue:45542", - "issue:45584", - "issue:45593", + "issue:45600", + "issue:45712", "issue:45759", "issue:45812", "issue:45823", @@ -10272,25 +10300,20 @@ "issue:46132" ], "soft_pairs": [ - "issue:44075|issue:44368", - "issue:43976|issue:44279", - "issue:43381|issue:45593", - "issue:43901|issue:44496", "issue:44496|issue:45759", - "issue:45335|issue:45584", "issue:43299|issue:45357", "issue:43479|issue:43525", "issue:44521|issue:45325", "issue:44242|issue:45200", "issue:44351|issue:45278", "issue:41950|issue:45020", - "issue:41950|issue:45823", "issue:43577|issue:45216", "issue:44779|issue:45812", - "issue:44683|issue:45542", - "issue:43976|issue:45405", + "issue:41950|issue:45823", "issue:38175|issue:44617", + "issue:43976|issue:45405", "issue:44279|issue:45405", + "issue:44683|issue:45542", "issue:39692|issue:43901", "issue:43299|issue:43854", "issue:43295|issue:44779", @@ -10299,218 +10322,209 @@ "issue:44297|issue:44462", "issue:45081|issue:45907", "issue:43450|issue:44279", - "issue:44016|issue:44291", "issue:41950|issue:43650", - "issue:43441|issue:45834" + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317" ], - "prepared_review_unit_hash": "2a7d4e526d59f7d5f90c48ddc3ba6db3d68d076605ce6c32347da593e2366f2c", + "prepared_review_unit_hash": "e10170db0d967395039c18365e4aab115847a4fb68ee7295b903a91322fb644d", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36151, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "soft_pair_count": 28, + "serialized_chars": 35618, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicate cluster here: the soft pairs mostly connect unrelated bugs across different models, pipelines, tokenizers, and docs. I would not merge any of the candidate pairs.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44521 is the strongest representative item in this set: it is active, has multiple inbound references, and describes a concrete reproducible multimodal bug.", + "summary": "No soft pair looks like a true duplicate; the candidates span distinct bugs in model loading, tokenizers, configs, docs, and runtime behavior. With no PRs in the set, issue 44521 is the best anchor candidate because it is specific, reproducible, and has the strongest ongoing discussion.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the most concrete and representative bug report here: it has a precise multimodal failure mode, clear repro value, and the most inbound references/discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best global issue candidate because it has the clearest ongoing impact and discussion footprint among otherwise unrelated reports.", + "best_issue_reason": "Issue 44521 is the best global issue candidate for triage because it is actionable, narrowly scoped, and likely to attract/absorb related reports better than the broader regression/meta issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "Different problems: optimizer argument handling vs a tie_word_embeddings warning in a Qwen fine-tuning workflow." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "One is a Python/version compatibility report; the other is a vague dependency issue. No shared code-path bug." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss behavior when denoising is off." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs mismatch for text classification is unrelated to model loading failing for a specific repository." - }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model loading, but different mechanisms and configs: unrecognized model vs unwrapping text_config for multimodal Qwen configs." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated bugs: embedding resize propagation in t5gemma vs Whisper empty-transcription generation after token alignment." + "reason": "Different bugs: missing `model_type` in a specific model config vs. `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related but distinct regressions affecting loading vs save_pretrained output structure." + "reason": "Both involve Qwen3.x, but one is a model-loading failure and the other is incorrect `save_pretrained` key serialization for visual encoder weights." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config construction bugs: missing default multimodal subconfigs vs missing pad_token_id on Llama4Config." + "reason": "Unrelated config issues: default vision/audio sub-config initialization vs. missing `pad_token_id` on `Llama4Config`." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different multimodal chat-template/mask bug vs a Qwen2.5-VL rope index scaling issue." + "reason": "Different multimodal paths: chat template assistant masks vs. Qwen2.5-VL rope-index scaling for still-image position ids." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission is a different training-loss bug from Gemma 4 mm_token_type_ids defaults." + "reason": "Distinct model behaviors: MoE load-balancing loss gating vs. Gemma 4 token-type defaults for text-only fine-tuning." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Importing HybridCache is a specific symbol regression; the other is a broad import-error report after upgrade." + "reason": "`HybridCache` import failure is one specific symbol error; 45278 reports a broader set of import errors after a major version update." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup is unrelated to remote_code breakage." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Different Gemma/PLE device-placement bug vs video-classification processor selection bug." + "reason": "Video-classification processor lookup bug is not the same as the broad `remote_code` breakage regression." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained corruption are separate code paths and regressions." + "reason": "Different problems: BLIP-2 dtype propagation on load vs. Qwen3.5 checkpoint serialization regression." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different failure modes; too broad to merge." + "reason": "Separate tokenizer regressions affecting different model families and outputs: DeepSeek tokenization vs. Granite token IDs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 is unrelated to a TensorFlow backend installation error." + "reason": "Different code paths: pipeline processor selection vs. Gemma4 PLE device mismatch during forward." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Python compatibility issue vs an unmet PEFT version requirement; not the same bug." + "reason": "Unrelated failures: zero probabilities in SigLIP2 vs. CUDA OOM in Sam3Video." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to a Sam3Video CUDA OOM report." + "reason": "Python-version compatibility breakage is unrelated to a PEFT minimum-version bump." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and a specific minimum-version bump problem are not the same underlying change." + "reason": "A generic dependency issue is not the same as bumping `MIN_PEFT_VERSION` to an unreleased release." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlashAttention compilation on torch 2.9 is unrelated to the TensorBoard-without-TF backend error." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both touch docs, but one is a SigLIP2 example with model/processor and quantization errors, the other is a text-classification API documentation mismatch." + "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is stale pipeline docs wording." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash test loading failure are unrelated model-specific issues." + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression for custom code is unrelated to DeepSeek tokenizer output changes." + "reason": "Processor/tokenizer API regression is distinct from DeepSeek producing wrong token IDs." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Placeholder issue title and an AttentionInterface.register behavior change are clearly unrelated." + "reason": "The placeholder issue title is unrelated to an `AttentionInterface.register` behavior change." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading failures." + "reason": "Ignoring repository `tokenizer.json` and crashing in `_patch_mistral_regex` are different tokenizer-loading failures." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is a different side of the pipeline than AutoTokenizer ignoring tokenizer.json; not the same concrete bug." + "reason": "Tokenizer save metadata mismatch is a serialization bug, not the same as AutoTokenizer ignoring `tokenizer.json` on load." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patching crash vs list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch shape bug is unrelated to a generic dependency issue." + "reason": "Incorrect batched video processor shapes are unrelated to a dependency issue." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument compatibility are unrelated." + "reason": "A real pipeline bug is not the same as the placeholder `ADD THE DATA` issue." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to the placeholder data request issue." + "reason": "Notebook syntax error and `init_empty_weights` TypeError are different failure modes in different artifacts." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are different model-specific runtime bugs." + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they target different files and failures and do not look like the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and Gemma4 embedding resize behavior are different model-state bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure and dequantized model offload/load failure are related to quantization broadly but not the same concrete bug." } ] }, @@ -10526,21 +10540,19 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:33290", "issue:41628", "issue:42175", - "issue:42994", "issue:43065", "issue:43262", - "issue:43317", "issue:43441", "issue:43450", "issue:43525", @@ -10558,13 +10570,15 @@ "issue:43994", "issue:44016", "issue:44162", + "issue:44188", "issue:44246", "issue:44261", "issue:44263", "issue:44297", + "issue:44336", "issue:44361", - "issue:44466", "issue:44521", + "issue:44589", "issue:44617", "issue:44623", "issue:44671", @@ -10572,30 +10586,26 @@ "issue:44749", "issue:44779", "issue:44898", - "issue:44987", - "issue:45276", "issue:45290", + "issue:45362", "issue:45397", "issue:45542", + "issue:45561", + "issue:45563", "issue:45593", - "issue:45600", "issue:45656", - "issue:45712", "issue:45823" ], "soft_pairs": [ - "issue:45600|issue:45712", - "issue:44466|issue:45276", - "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:43650|issue:45290", - "issue:43653|issue:45593", - "issue:44623|issue:44749", "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593", "issue:43065|issue:44898", "issue:44261|issue:44263", - "issue:43441|issue:44683", "issue:43723|issue:44162", + "issue:43441|issue:44683", "issue:44016|issue:45823", "issue:42175|issue:43976", "issue:43262|issue:44521", @@ -10603,212 +10613,208 @@ "issue:44671|issue:44779", "issue:43901|issue:43994", "issue:43673|issue:43761", - "issue:44987|issue:45542", "issue:43784|issue:45542", "issue:43824|issue:43976", - "issue:43525|issue:43881", "issue:44297|issue:45397", "issue:43450|issue:44617", - "issue:43525|issue:43643", + "issue:43525|issue:43881", "issue:43901|issue:44246", - "issue:41628|issue:43976" + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "0edc0dac4594e6e99dece354fb13aaadeb27303ceb9e430b7f1c5a0ff49af12f", + "prepared_review_unit_hash": "a21032a41e4ee82229db6aac97917c56fb28f7d62b14cf2f1154aff0d2a53c82", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35862, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34896, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a mixed bag of unrelated Transformers issues across loading, tokenization, processors, models, docs, and build/runtime regressions. None of the soft-edge pairs look like the same concrete underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44521 is the best representative because it is a substantive user-facing bug with multiple references and broad multimodal/chat-template impact, unlike the more narrow or highly specific reports in the set.", + "summary": "The set is mostly heterogeneous. The soft-similarity pairs share broad keywords (e.g. deepspeed, apply_chat_template, tokenizer, v5) but point to different code paths, models, or bug types, so none look like safe duplicate merges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the most active and well-described report in the set, with multiple discussion entries and inbound references; it is the best available representative only because there is no clear duplicate cluster here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the strongest signal for reuse as a canonical issue: clear reproduction, active discussion, and broad downstream relevance.", + "best_issue_reason": "44521 is the strongest standalone issue candidate: concrete repro, current open bug, and the most external attention among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Both are CI/repo hygiene problems, but one is stale auto_mappings references and the other is leftover dummy classes; different files and failure modes." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Both involve Gemma4, but one is serialization/tied-weights behavior while the other is resize_token_embeddings not updating embeddings." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "One is saving quantized models failing; the other is loading dequantized models with device_map/offload. Related area, different bug." - }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed is common, but adafactor OOM and optimizer.step being called twice are distinct optimizer/runtime issues." + "reason": "Both mention DeepSpeed/optimizer, but one is an Adafactor OOM and the other is a double-step bug; different failure modes and likely different fixes." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Completely different chat-template failures: one is a vague data-related issue, the other is a specific tool-call/content crash." + "reason": "Unrelated topics: a placeholder/placeholder-like issue versus an apply_chat_template crash on tool-call assistant messages." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "File-saving bug in processor.save_pretrained versus a Zero3 from_pretrained loading issue for Gemma-4; different surfaces and causes." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "One is missing files in processor.save_pretrained; the other is a performance regression during data filtering." + "reason": "Processor save_pretrained missing files is unrelated to the Chinese report about slower data filtering after upgrade." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Different areas: processor serialization vs Gemma-4 ZeRO-3 from_pretrained loading." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary loss behavior when denoising is disabled." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and Perceiver non-default-resolution failure are separate vision-model bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver interpolate_pos_encoding failure are different model bugs with no shared code path." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA rms_norm_eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated." + "reason": "One is a missing rms_norm_eps in MLA layernorm, the other is torch.split return handling in a MoE indexer; unrelated implementation bugs." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Both mention attention, but one is a model/backend incompatibility and the other is a torch 2.9 compiled flex_attention failure." + "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is ESM2 being broken; different components and symptoms." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer loading and ESM2 model breakage are distinct failures." + "reason": "Both touch attention kernels, but Ministral-3 FlashAttention failure and compiled flex_attention failure on torch>=2.9 are distinct compatibility issues." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "One is missing TensorFlow in the torch extra; the other is Python version compatibility for Transformers 5.1.0." + "reason": "Packaging backend omission for TensorFlow in a torch install is unrelated to Python version compatibility in 5.1.0." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but audio sampling-rate defaulting and multimodal assistant_masks are different code paths and bugs." + "reason": "Both mention apply_chat_template, but one is audio sample-rate defaulting and the other is multimodal assistant masks; different bugs." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions with incorrect outputs, but they affect different models and tokenizer/model code paths." + "reason": "Both are v5 regressions in different models, but CamemBERT MLM predictions and Deepseek tokenizer outputs do not indicate the same root cause." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline and bad SigLIP2 inference are not the same issue." + "reason": "Documentation mismatch for TextClassificationPipeline is not the same as SigLIP2 producing nonsensical model/pipeline outputs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are different model/runtime bugs." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "Loading a specific model failing and TensorFlow backend import issues are unrelated." + "reason": "Generation cache regression during chunked prefill and CLIPVision hidden_states behavior are separate API regressions." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and undefined tf backend from missing TensorFlow are different import problems." + "reason": "Different import/backend failures: sentence-transformers hitting nn import error versus tensorboard-only install missing TensorFlow backend." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL export and Python compatibility regression do not share the same root cause." + "reason": "ImportError for Qwen2.5-VL class is unrelated to Python 3.9/3.10 support mismatch." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are separate model-loading issues." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 loading under Zero3." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Gemma-4 ZeRO-3 loading are unrelated." + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are separate model-loading issues." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Batched video processor output shape and Sam3Video CUDA OOM are different problems." + "reason": "Pipeline docs mismatch and slow import performance are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config fields, but one is a specific Llama4Config attribute omission and the other is a generic trust_remote_code config hydration issue." + "reason": "Both involve config loading, but one is a specific missing pad_token_id in Llama4Config and the other is generic missing fields with trust_remote_code; not the same bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Docs/behavior mismatch in a pipeline and intermittent slow imports are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version compatibility regression are not the same bug." + "reason": "AutoImageProcessor import failure is unrelated to Python version support in 5.1.0." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different runtime failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale warning in paged generate() are unrelated." } ] }, @@ -10824,19 +10830,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36246", "issue:41950", "issue:42491", "issue:42757", "issue:42886", + "issue:43257", "issue:43262", "issue:43299", "issue:43352", @@ -10846,7 +10853,6 @@ "issue:43673", "issue:43901", "issue:44162", - "issue:44188", "issue:44220", "issue:44242", "issue:44246", @@ -10857,13 +10863,13 @@ "issue:44485", "issue:44496", "issue:44561", - "issue:44589", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", "issue:45003", + "issue:45137", "issue:45200", "issue:45250", "issue:45292", @@ -10872,23 +10878,20 @@ "issue:45397", "issue:45412", "issue:45561", - "issue:45563", "issue:45584", "issue:45593", "issue:45701", + "issue:45759", "issue:45987", "issue:46082", "issue:46123", "issue:46132" ], "soft_pairs": [ - "issue:44589|issue:45362", - "issue:44188|issue:44336", - "issue:45561|issue:45563", "issue:42491|issue:43299", "issue:44336|issue:44373", - "issue:44242|issue:45593", "issue:44295|issue:45397", + "issue:44242|issue:45593", "issue:44246|issue:44496", "issue:41950|issue:44220", "issue:43531|issue:45362", @@ -10899,242 +10902,238 @@ "issue:44336|issue:44485", "issue:45003|issue:45561", "issue:44246|issue:44871", - "issue:43352|issue:45250", "issue:43673|issue:44561", "issue:36246|issue:43596", "issue:44242|issue:44857", + "issue:43352|issue:45250", "issue:44779|issue:45292", - "issue:44295|issue:44749", "issue:44162|issue:45200", + "issue:44295|issue:44749", "issue:43901|issue:45003", "issue:45412|issue:46123", "issue:44496|issue:45003", - "issue:44877|issue:45375", "issue:45292|issue:45584", + "issue:44877|issue:45375", "issue:45987|issue:46082", + "issue:45292|issue:45701", "issue:43262|issue:44246", - "issue:45292|issue:45701" + "issue:43257|issue:45137", + "issue:45375|issue:45759" ], - "prepared_review_unit_hash": "5b883c8ce00e74b0a36228c950cf9e8b0de0b36a0c46744bfffa258b55ef8857", + "prepared_review_unit_hash": "c5ab0e72b7e35b0b5dedcb5f3d45a126519fe2c5fae67593e42f43260a0732e5", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37098, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "soft_pair_count": 31, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a noisy semantic grouping of mostly unrelated issues. A few are thematically similar (import errors, Qwen/MoE regressions, config strictness), but none of the soft pairs look like the same concrete bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44246 is the broadest and most discussion-heavy report in the set, so it is the least-bad anchor for a noisy cluster.", + "summary": "Mostly distinct bug reports with only loose thematic overlap in a few Qwen/config-loading items. None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45701 is the broadest open regression report in the set, with multiple inbound references and a generic title about version-dependent tokenization changes, so it best serves as the umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the most generic/high-activity issue here, but the cluster still does not form a true duplicate family.", + "best_issue_reason": "issue:45701 is the best global representative because it is open, broadly scoped, and most likely to absorb related duplicate reports about tokenization regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Different failures: a missing storage import vs a Qwen3.5 crash in chat generation; same broad ML stack, not the same bug." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Unrelated code paths: torch.compile attention-kernel divergence vs ANSI codes in loading_report." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "One is a pytest-xdist file race, the other a stale generation warning; no shared underlying defect." - }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen/MoE version regressions, but one is LoRA compatibility and the other is model loading; not the same concrete issue." + "reason": "Both involve Qwen3 MoE loading regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE load failure; too different to treat as one bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Docs/formatting bug vs a position_ids docstring issue; unrelated." + "reason": "ANSI-color output in loading_report and a wrong position_ids docstring are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Both mention missing losses, but they are different models and different gating logic; not mergeable as one PR." + "reason": "A position_ids buffer access error and a Gemma-4 Zero3 from_pretrained failure are different code paths and symptoms." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "A buffer/position_ids error and a ZeRO3 Gemma-4 load failure are different bugs." + "reason": "These are different model-specific loss computation issues, not the same underlying bug." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown vs unrecognized model/config loading failure; no shared code path." + "reason": "Import latency and an unrecognized-model/config loading error are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline processor selection and audio fbank extraction are different subsystems." + "reason": "A video-classification pipeline processor lookup bug is not the same as an audio fbank feature extraction issue." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related, but one is a sliding_window bug and the other is a chat crash; not the same defect." + "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; not the same failure." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Beit label reduction and unsafe sys.modules access are separate implementation bugs." + "reason": "BEiT label reduction and unsafe sys.modules access are different bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different packages and missing symbols." + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors from different modules." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "These are different missing-symbol import failures involving unrelated APIs." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-code output formatting and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI escaping and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils vs a captured_info.txt race in tests are not the same bug." + "reason": "Unsafe sys.modules access and a pytest-xdist file race are different bugs." }, { - "left": "issue:44242", + "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Load-balancing-loss handling and Gemma eos_token_id config mismatch are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "A model-specific Flash Attention support gap is not the same as the generic Flash Attention topic." + "reason": "Import performance and Gemma-3 eos_token_id mismatch are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache regression during chunked prefill vs removal of is_torch_fx_available affecting trust_remote_code are different changes." + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breaking trust_remote_code are separate regressions." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing processor symbol vs a DeepSpeed/Bert IndexError are unrelated." + "reason": "A Qwen2_5_VL import error and a DeepSpeed ZeRO3 BertModel IndexError do not share the same code path." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Both are training-loss failures, but on different models and different failure mechanisms." + "reason": "Load-balancing loss handling and an AMP CUDA crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Tokenizer regression vs resize_token_embeddings not updating output embeddings are distinct bugs." + "reason": "One is a specific model saying Flash Attention 2.0 is unsupported; the other is only a generic Flash Attention 2.0 issue/request." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "A position_ids buffer error and a version-related performance slowdown are not the same issue." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are separate model-specific problems." + "reason": "ESM2 breakage and Gemma-4 token-type defaults are different model issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a slowdown after upgrading transformers are not the same bug." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for return_all_scores does not match the sys.modules access bug." + "reason": "A documentation mismatch and unsafe sys.modules access are unrelated." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory leak on delete/GC and a final-partial-batch pipeline bug are unrelated." + "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping the final partial batch are different problems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model config recognition failure and unsafe sys.modules access are different code paths." + "reason": "Unrecognized model/config loading and sys.modules access are unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both touch strict config handling, but one rejects granite_speech loading while the other silently drops a missing field in a different config class; not the same concrete bug." + "reason": "resize_token_embeddings behavior and Whisper empty-transcription generation are different issues." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription failure are unrelated." + "reason": "Both concern strict config handling, but they affect different models and failure modes; not enough to merge." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return type contract and LlamaConfig head_dim validation are different areas." + "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings output propagation is not the same as a broad tokenization regression." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and import-time slowness are unrelated." + "reason": "Audio processor sampling-rate defaults and import slowdown are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and a ZeRO3 deque IndexError are different failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Embedding resizing behavior and version-dependent tokenization changes are not the same defect." + "reason": "A missing strict-field in Qwen3_5MoeVisionConfig and composite Qwen multimodal text_config unwrapping are related only at a high level, not the same concrete bug." } ] }, @@ -11150,20 +11149,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:42886", + "issue:42994", "issue:43065", "issue:43232", - "issue:43257", "issue:43408", "issue:43475", + "issue:43482", "issue:43540", "issue:43646", "issue:43653", @@ -11193,34 +11193,31 @@ "issue:45200", "issue:45229", "issue:45278", + "issue:45310", "issue:45335", "issue:45356", - "issue:45375", "issue:45397", "issue:45459", "issue:45563", "issue:45588", "issue:45600", "issue:45656", - "issue:45759", "issue:46123", "issue:46132", "issue:46170" ], "soft_pairs": [ - "issue:45375|issue:45759", - "issue:43257|issue:45137", "issue:44987|issue:45459", "issue:43232|issue:44336", "issue:44995|issue:45200", - "issue:43475|issue:43540", "issue:44479|issue:46170", "issue:43065|issue:43408", + "issue:43475|issue:43540", "issue:42886|issue:45229", "issue:44466|issue:45335", - "issue:44060|issue:44077", - "issue:43653|issue:44162", "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44060|issue:44077", "issue:44995|issue:45588", "issue:44368|issue:44977", "issue:45137|issue:45600", @@ -11233,234 +11230,242 @@ "issue:44933|issue:45459", "issue:44869|issue:45356", "issue:44297|issue:44623", - "issue:43232|issue:43673", "issue:44361|issue:44749", + "issue:43232|issue:43673", "issue:43646|issue:44162", "issue:44871|issue:46132", "issue:43673|issue:45278", "issue:44623|issue:45656", - "issue:44749|issue:45656" + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482" ], - "prepared_review_unit_hash": "9100cbc4a71d1794d0322bedf61bcae33d0f97b0bdfc41d2bbf13d49ac43aa3a", + "prepared_review_unit_hash": "d4370d83d089b3fb6203f7930e6adada40131bd0beb7cbea486b992dc8c69bb0", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37429, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "serialized_chars": 37279, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated closed issues across tokenizer, generation, multimodal, DeepSpeed, and config-loading bugs. I do not see any soft pair that looks like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue is a true canonical duplicate anchor here; the set is heterogeneous. If forced to pick a representative, issue 44479 is the broadest single regression report, but it still does not subsume the rest.", + "summary": "This cluster does not look like a true duplicate set; it mixes unrelated tokenizer, model-loading, generation, SAM3, Qwen, DeepSpeed, and save/serialization regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43646 is the broadest issue in the set and the closest thing to a cluster anchor, covering a general v5 model-initialization regression rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most representative of the larger recurring regression theme in this set (multi-model Qwen/VL video-input breakage), but it is still only a representative issue, not a duplicate hub.", + "best_issue_reason": "issue:43646 is the most suitable representative for triage because it is the least specific and most broadly framed regression here, though it still does not truly duplicate the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen 3.5/3.6 composite configs, but one is strict-config field dropping and the other is from_config text_config unwrapping; different bugs." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Both mention DeepSpeed, but one is MoE weight conversion on load and the other is a ZeRO3 deque/index error; not the same code path." - }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "One is a model-loading regression for a specific repo/version, the other is tokenizer error masking when protobuf is missing." + "reason": "Different failures: model loading regression vs tokenizer error masking when protobuf is absent." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to ANSI output in loading_report." + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI output in loading_report." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different models and failures: stale indexer cache on second forward vs missing mm_token_type_ids defaulting." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "Both are video/model issues, but one is a missing output attribute in SAM 3 and the other is a Qwen3OmniMoe video-processing ValueError." + "reason": "Different code paths: stale indexer cache on second forward vs Gemma mm_token_type_ids defaults." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to Windows/ROCm import and torch.distributed dependency handling." + "reason": "Unrelated: video-input regression for Qwen models vs Windows/ROCm import dependency failure." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM 3 related, but one is a dummy Conv2d implementation detail and the other is a model-type warning during instantiation." + "reason": "Same product area (SAM3) but different concrete bugs: dummy Conv2d vs model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and symptoms: missing FPN output field vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline-cache loading is unrelated to Gemma4 multi-GPU OOM." + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch tied embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Both touch embedding/weight behavior, but one is tied-weight serialization and the other is resize_token_embeddings on t5gemma." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different subsystems: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." + "reason": "Both involve DeepSpeed, but one is from_pretrained loading and the other is optimizer stepping called twice." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 breakage." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and duplicate optimizer.step behavior are different DeepSpeed problems." + "reason": "Qwen3-Next tied-weight warning is unrelated to patchtsmixer post_init policy." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache on second forward is unrelated to flash_attention s_aux=None handling." + "reason": "Stale cache crash on second forward is unrelated to flash_attention s_aux=None handling." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a tied-embeddings warning during fine-tuning, the other is a flash-attention generation regression." + "reason": "Both are Qwen3.5-related, but one is a tie_word_embeddings warning and the other is a flash-attention generation regression." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque error and auto_mappings broken CI are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText auto-mapping references." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tied-embeddings warning is unrelated to the stale num_return_sequences warning." + "reason": "Different issues: tied-embedding warning vs stale num_return_sequences warning in paged generate." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm import error." + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import problem." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both concern generation/cache, but one is missing cache in chunked_prefill and the other is wrong tensor indexing in the serve API." + "reason": "Both mention cache, but chunked_prefill cache absence and wrong tensor indexing in /v1/responses are different bugs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL is unrelated to a tied-embeddings warning." + "reason": "Weight-shape mismatch loading Qwen3-VL is unrelated to Qwen3.5 tied-embedding warnings." }, { "left": "issue:44530", "right": "issue:46170", "accept": false, - "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to the ROCm import/dependency issue." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the ROCm/torch.distributed import failure." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM 3 pixel decoder dummy layer and MaskGenerationPipeline partial-batch dropping are different bugs." + "reason": "Both are pipeline/model issues, but dummy Conv2d in SAM3 is not the same as MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing import from image_utils is unrelated to protobuf error masking in tokenizer decode." + "reason": "Nonexistent import from image_utils is unrelated to tokenizer decode-error masking." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-adjacent, but they affect different models and code paths (Whisper timestamp decode vs Kimi-K2.5 codec handling)." + "reason": "Both are tokenizer/decode regressions, but they affect different models and different failure modes." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "tokenizer.save_pretrained mismatch and processor.save_pretrained missing files are separate serialization bugs." + "reason": "Save_pretrained bugs, but tokenizer_config mismatch and processor missing files are not the same defect." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Different generation-cache failures: sync_gpus kwargs update vs chunked_prefill cache availability." + "reason": "MLukeTokenizer AttributeError is unrelated to a broad performance slowdown after upgrading Transformers." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to the Chinese report about performance slowing after upgrade." + "reason": "Both involve generation/cache handling, but the concrete bugs and triggering paths differ." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 and ESM2 breakage are not the same issue." + "reason": "Broad v5 model-init breakage vs ESM2-specific breakage; not the same underlying bug." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:44297", + "right": "issue:45459", "accept": false, - "reason": "Missing generation cache during chunked_prefill is not the same as general import errors after upgrade." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to protobuf exception masking." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different model families; not one underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Processor save_pretrained file omissions and duplicate optimizer.step calls are unrelated." + "reason": "Tokenizer save_pretrained mismatch is not the same as processor save_pretrained missing files." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade and duplicate optimizer.step are different symptoms and code paths." + "reason": "Performance regression after upgrade is unrelated to double optimizer stepping under DeepSpeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5 symptoms: filter slowdown vs from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different serialization/load paths." } ] }, @@ -11476,13 +11481,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28282", "issue:30990", @@ -11494,8 +11499,8 @@ "issue:42831", "issue:42994", "issue:43232", + "issue:43377", "issue:43475", - "issue:43482", "issue:43504", "issue:43525", "issue:43526", @@ -11507,11 +11512,11 @@ "issue:44038", "issue:44188", "issue:44222", + "issue:44242", "issue:44351", "issue:44496", "issue:44623", "issue:44661", - "issue:44749", "issue:44792", "issue:44933", "issue:44945", @@ -11533,13 +11538,11 @@ "issue:46123" ], "soft_pairs": [ - "issue:44749|issue:45310", - "issue:42994|issue:43482", "issue:43475|issue:45381", - "issue:28282|issue:30990", "issue:45230|issue:45397", - "issue:43475|issue:43643", + "issue:28282|issue:30990", "issue:44038|issue:44623", + "issue:43475|issue:43643", "issue:46077|issue:46123", "issue:41628|issue:44933", "issue:42371|issue:45092", @@ -11549,253 +11552,252 @@ "issue:45081|issue:45103", "issue:45310|issue:45375", "issue:43873|issue:44945", - "issue:41628|issue:44351", "issue:43232|issue:44188", + "issue:41628|issue:44351", "issue:42673|issue:43704", "issue:42831|issue:44222", "issue:44945|issue:45753", - "issue:36010|issue:41628", "issue:44222|issue:45310", + "issue:36010|issue:41628", "issue:42994|issue:43824", "issue:44964|issue:45137", "issue:42175|issue:45712", "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:43673|issue:44188", + "issue:43504|issue:45561", "issue:44496|issue:45561", "issue:43526|issue:45561", - "issue:43504|issue:45561" + "issue:43377|issue:44242", + "issue:42175|issue:44933" ], - "prepared_review_unit_hash": "0dacca25acb9973197aaba1b0cbaff8aa09705d29a795d57c76de68c085f3e30", + "prepared_review_unit_hash": "f450c8740cd80c49d19e8745ce0d954d46d5e1d6ccc4131fcf230e87058105a1", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36486, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but it does contain two clear duplicate pockets: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and an exact-title duplicate pair for '[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error' (45310/45478). The remaining soft pairs are largely false positives across broadly related subsystems, not the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue for the cluster because it anchors the clearest confirmed duplicate pair (exact same Qwen3ForCausalLM VRAM-leak report as issue:43704) and has the richer discussion thread; the packet also contains a separate exact-title duplicate pair, issue:45310 and issue:45478.", + "summary": "This cluster is not a duplicate set; it\u2019s a loose collection of unrelated Transformers issues with superficial title overlap (mostly import/load/model-name phrases). No soft edge looks like the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best single representative issue in this packet because it is part of the clearest duplicate pair and has the strongest supporting discussion, while the rest of the set is mixed and the other duplicate pocket is separate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44749", - "right": "issue:45310", - "accept": false, - "reason": "Different failures: data filtering slowdown vs a Qwen3.5-Moe from_pretrained error." - }, - { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Different code paths: quantized model saving vs GGUF loading on a different model/version issue." + "reason": "Both are multimodal/video model issues, but one is a missing attribute on Sam3 output objects and the other is a qwen2.5-vl video position-id bug; different code paths and failures." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both are multimodal/video-related, but they describe different models and distinct bugs." + "reason": "Generic placeholder report vs a DeepSpeed ZeRO3 gemma-4 loading bug; no shared concrete failure mode." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing-PyTorch import error is unrelated to a Sentence Transformers loading hang." + "reason": "AutoModel missing PyTorch dependency error vs Sentence Transformers loading hang; unrelated symptoms and likely different causes." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Generic bug report vs a specific ZeRO3 from_pretrained issue; no evidence they are the same bug." + "reason": "Qwen3-VL-Moe transformers 5.0 bug vs processor.save_pretrained missing files; different functionality and different failures." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing model attribute in SAM 3 Video is different from trust_remote_code missing fields in AutoConfig." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe compatibility and processor.save_pretrained missing files are different failures." + "reason": "Sam3VisionEncoderOutput missing attribute vs AutoConfig.from_pretrained dropping fields with trust_remote_code; unrelated object/model-config issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction bug is unrelated to final-batch result dropping in the pipeline." + "reason": "Gemma4 bidirectional attention mask bug vs MaskGenerationPipeline final-batch handling bug; different subsystems and failure semantics." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and likely different regressions." + "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol or file." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance is unrelated to remote-code/meta-init incompatibility for InternVL2." + "reason": "TF32 backend settings complaint vs old InternVL2 remote-code/meta-init incompatibility; no shared code path." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different problems: missing encoder output field vs tokenizer-mapping failure in add-new-model-like." + "reason": "Missing Sam3 output attribute vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; different object model and registry logic." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id; saving quantization state and config attribute access are unrelated." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Related Qwen family, but one is a missing config field and the other is a generic from_pretrained error." + "reason": "Same model family and similar title, but the first is a missing config field dropped by strict handling while the second is a from_pretrained error in a later transformers version; not enough evidence they are the same bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring annotation crash are unrelated." + "reason": "Tokenizer regex patch crash vs auto_docstring crash under future annotations; completely different mechanisms." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but one is a from_pretrained failure and the other is a missing vision config field." + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision config field; not the same concrete issue." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to incorrect output under pipeline parallelism." + "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different runtime problems and likely different fix locations." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Both are import errors, but they concern different missing names and likely different export regressions." + "reason": "GenerationMixin cache/update bug vs attention kernel divergence under torch.compile; unrelated generation vs attention compilation paths." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + "reason": "AutoImageProcessor import failure vs HybridCache import failure; both are import errors but for different classes and modules." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM-leak bug in multi-threaded dataloader use; clear duplicate." + "accept": false, + "reason": "Same title about Qwen3ForCausalLM VRAM leaks, but the second appears to be a later report; without concrete evidence of the same root cause, do not merge." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both involve FP8, but one is an accuracy issue and the other is FP8 save_pretrained for MoE." + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained on moe; one is numerical correctness, the other persistence/saving." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect pipeline-parallel output is unrelated to an image-triggered infinite loop in Qwen3_5." + "reason": "Pipeline-parallelism incorrect output vs infinite loop on a specific image; different user-visible failures and different triggers." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "FP8 save_pretrained moe vs Qwen3.5 Moe from_pretrained error; one is saving, the other loading." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "FP8 save_pretrained MoE is unrelated to Qwen3.5-Moe from_pretrained errors." + "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; both imports, but different missing names and likely unrelated breakages." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Saving a quantized model is unrelated to a missing Qwen2.5-VL class import." + "reason": "Quantized model saving failure vs Qwen2_5_VLForConditionalGeneration import failure; unrelated save vs import problems." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading incompatibility is unrelated to a DeepSpeed ZeRO3 deque error." + "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque IndexError; no shared code path." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend packaging/install issue is different from dummy_pt_objects leaking into dir(transformers)." + "reason": "Tensorflow missing from torch extra install vs leftover dummy classes leaking into dir(transformers); different packaging problems." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus bug is unrelated to a janus image-generation test failure." + "reason": "Generation kwargs update after sync_gpus vs failed janus image generation test; no evidence of the same bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen families and different failures: VL-Moe compatibility vs Qwen3.5-Moe from_pretrained." + "reason": "Both are Qwen3 MoE-related, but one is a Transformers 5.0 bug with Qwen3-VL-Moe and the other is a Qwen3.5 MoE from_pretrained error; too broad to merge." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Chunked_prefill cache regression is unrelated to bidirectional-skip branching in attention kernels." + "reason": "GenerationMixin cache missing in v5.0.0 during chunked_prefill vs attention-kernel divergence under torch.compile; distinct generation and attention issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained loading preset issue vs pytest-xdist race in captured_info.txt; unrelated model loading and test harness problem." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue is unrelated to a pytest-xdist race on captured_info.txt." + "reason": "Unrecognized model/config.json issue vs pytest-xdist file race; no shared underlying bug." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the xdist file race." + "reason": "BeitImageProcessorFast reduce_labels bug vs xdist captured_info.txt race; unrelated." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder padding-mask discrepancy vs load-balancing loss omitted when output_router_logits=False; different models and failure types." + }, + { + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Legacy-field model loading issue is unrelated to the captured_info.txt race." + "reason": "Missing TensorFlow backend in extras install vs stray image_utils import export; packaging/backend issue vs API surface issue." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is not fully grounded in the packet. In addition to the Qwen3ForCausalLM VRAM-leak duplicate pair (42673/43704), the packet also contains an exact-title match between issue:45310 and issue:45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), which the analyst omitted. Because the duplicate landscape is understated, the overall cluster summary is too strong." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11804,25 +11806,26 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ + "issue:22355", + "issue:28282", "issue:30333", "issue:30990", "issue:33290", + "issue:34689", "issue:35141", "issue:36331", - "issue:42175", "issue:42222", "issue:42831", "issue:42898", "issue:43278", - "issue:43377", "issue:43479", "issue:43644", "issue:43723", @@ -11835,7 +11838,6 @@ "issue:44188", "issue:44190", "issue:44222", - "issue:44242", "issue:44295", "issue:44297", "issue:44373", @@ -11862,9 +11864,7 @@ "issue:46132" ], "soft_pairs": [ - "issue:43377|issue:44242", "issue:42222|issue:45200", - "issue:42175|issue:44933", "issue:42898|issue:44568", "issue:43976|issue:44933", "issue:30990|issue:35141", @@ -11881,8 +11881,8 @@ "issue:42898|issue:45356", "issue:42898|issue:44779", "issue:43874|issue:45092", - "issue:44060|issue:45125", "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:42898|issue:44448", "issue:44295|issue:45656", "issue:44448|issue:46132", @@ -11890,220 +11890,228 @@ "issue:44222|issue:44297", "issue:44297|issue:45656", "issue:43479|issue:43644", - "issue:44190|issue:46082", "issue:42831|issue:44623", + "issue:44190|issue:46082", "issue:44222|issue:44623", "issue:30333|issue:36331", - "issue:45245|issue:46132" + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:22355|issue:28282" ], - "prepared_review_unit_hash": "922cf2ceb35bc91764dd684823bc24df138da53a6137f4bbe5dcb1b204568890", + "prepared_review_unit_hash": "25258e982438d14adb3e20d49daebde4d5d026e77680e857dc62a42a1b65480a", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37690, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "serialized_chars": 37644, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated Transformers v5-era bug reports. The soft matches are topical similarities, but none look like true duplicates of the same underlying defect.", - "confidence": 0.62, - "canonical_issue_reason": "issue:42898 is the broadest tokenizer-regression report here and sits near several tokenizer-related soft matches, so it is the best cluster anchor.", + "summary": "This cluster is mostly a loose grouping of unrelated Transformers issues, with several tokenizer/v5 regression topics but no pair that looks like the same concrete bug. I would use the broad tokenizer-regression issue as the representative issue, but not as a duplicate target for the others.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the broadest and most central tokenizer-regression ticket in the set, and it best represents the recurring v5 behavior-change theme across several nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the clearest high-impact standalone bug report: explicit v4\u2192v5 regression, broad model impact, and a concrete symptom.", + "best_issue_reason": "issue:42898 is the best overall representative because it covers the widest shared theme in this cluster (tokenizer behavior regressions in v5), even though it is not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "Different failure modes: MIMI padding-mask parity vs MoE load-balancing loss gating." - }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different bugs: vitpose model import breakage vs Gemma 4 mm_token_type_ids defaulting." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Packaging/backend extra issue vs nonexistent import from image_utils." + "reason": "Different bugs: vitpose model breakage vs Gemma 4 missing mm_token_type_ids defaulting." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling." + "reason": "Both are tokenizer v5 regressions, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python support/version mismatch vs image_utils import error." + "reason": "Python version compatibility failure vs a missing import/export from image_utils; unrelated failure modes." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to embedding reinitialization after resize." + "reason": "Sentence Transformers loading hang is not the same as output embedding reinitialization after resize." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config None-default initialization bug vs Whisper word-timestamp decode crash." + "reason": "Phi4MultimodalConfig None-handling and Whisper timestamp decode crash affect different code paths." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config initialization bug vs ModelOutput key assignment bug; different code paths." + "reason": "Multimodal config default initialization is unrelated to ModelOutput key assignment semantics." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "BF16-to-FP32 dtype drift during eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained file omission and Qwen3.5 MoE from_pretrained failure are different bugs." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Related tokenizer regressions, but distinct defects: cleanup-space semantics vs Granite token IDs." + "reason": "Both are tokenizer regressions in v5, but they are different concrete issues: whitespace cleanup vs Granite token IDs." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention branching bug vs docstring wording issue." + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to Adafactor OOM under DeepSpeed." + "reason": "MLflow reporting on failed jobs and DeepSpeed AdaFactor OOM are unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL class export." + "reason": "sentence-transformers import failure due to nn missing is not the same as a missing Qwen2_5_VL export." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing crash vs auto-docstring crash with future annotations." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to the auto_docstring future-annotations crash." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading issue vs special-token insertion regression; not the same bug." + "reason": "AutoTokenizer.from_pretrained loading issue in v5 is different from add_special_tokens not adding BOS/EOS." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior vs Kimi codec handling." + "reason": "Both involve tokenizer regressions, but one is a generic v5 cleanup behavior change and the other is Kimi-K2.5 codec handling/fix_mistral_regex behavior." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer bugs: cleanup-space behavior vs Deepseek incorrect results." + "reason": "Deepseek tokenizer correctness regression is a different concrete bug from clean_up_tokenization_spaces behavior changes." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch-count API vs remote-code checkpoint/meta-init incompatibility." + "reason": "Missing get_number_of_image_patches and remote-code/meta-init incompatibility are different multimodal issues." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan." + "reason": "PEFT minimum version bump and leftover dummy classes are unrelated repository hygiene/dependency issues." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "PEFT version pinning issue vs dummy-class cleanup/leakage." + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3-family bugs." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup-space regression vs Pegasus output mismatch; different symptoms and likely causes." + "reason": "Pegasus v4/v5 output differences are not the same bug as clean_up_tokenization_spaces behavior changes." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error vs optimizer step being called twice under DeepSpeed." + "reason": "Reading a registered position_ids buffer and optimizer step being called twice are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression is not the same as AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and dummy classes leaking into dir(transformers) are separate import-surface bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe handling and tokenizer_class mismatch in tokenizer_config.json do not describe the same failure." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch vs duplicated optimizer stepping." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed optimizer double-stepping." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer junk-fill bug." + "reason": "Phi4MultimodalConfig None defaults and non-persistent buffer junk are different initialization bugs." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Local dataset script loading issue vs LlamaConfig head_dim validation." + "reason": "FineGrainedFP8 accuracy issue and processor save_pretrained missing files are unrelated." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files." + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained bug vs processor file persistence bug." + "reason": "FP8 save_pretrained/moe and processor save_pretrained missing files are different save-path bugs." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Failed-job MLflow reporting vs CustomTrainer.compute_loss kwarg incompatibility." + "reason": "Category-count runtime limit and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Category overflow in embeddings vs AttentionInterface.register behavior change." + "reason": "MLflow not being reported after failed training and Llama 3.2 Vision loading regression are different issues." } ] }, @@ -12119,19 +12127,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", "issue:30990", - "issue:34689", "issue:35141", "issue:38175", "issue:39401", @@ -12168,6 +12174,7 @@ "issue:45071", "issue:45092", "issue:45103", + "issue:45278", "issue:45310", "issue:45357", "issue:45406", @@ -12177,8 +12184,6 @@ "issue:46082" ], "soft_pairs": [ - "issue:30333|issue:34689", - "issue:22355|issue:28282", "issue:41628|issue:42757", "issue:45071|issue:46082", "issue:44206|issue:45103", @@ -12203,233 +12208,228 @@ "issue:43723|issue:44442", "issue:44261|issue:45092", "issue:44829|issue:46002", - "issue:41628|issue:43824", "issue:42831|issue:45310", + "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:42831|issue:44038", "issue:44263|issue:44373", - "issue:39401|issue:44568" + "issue:39401|issue:44568", + "issue:42757|issue:45278" ], - "prepared_review_unit_hash": "a4c5eb0b6a9270c2a115f25123527a7d08d11663a41293431ac04670770e0e70", + "prepared_review_unit_hash": "1b444b0ac3dfc300b64c3e24853f3ceb4739b774cd997604e5634c41721cf05e", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37080, - "estimated_input_tokens": 9270, - "estimated_eval_tokens": 18796 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bugs; I don\u2019t see any soft pair that looks like the same underlying issue. The best representative issue is the broad v5 tokenizer-loading regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43723 is the broadest, most central report in the set: a version-scoped tokenizer loading failure in v5, which is the closest thing to a unifying theme here.", + "summary": "This cluster is highly heterogeneous: most items are superficially similar only because they involve Transformers regressions, but they describe different code paths, models, and failure modes. I do not see any soft pair that is confidently the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue stands out because the set spans unrelated topics (imports, tokenizer loading, generation, save/load serialization, config validation, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the clearest umbrella issue: it is specific enough to be actionable, but general enough to represent the recurring tokenizer-import/load regressions better than the model-specific reports.", + "best_issue_reason": "issue:43723 is the broadest user-facing regression in the set, but it is only a loose representative rather than a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "Different failures: MLflow reporting on training job failure vs model loading regression for Llama 3.2 Vision." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is missing `transformers.onnx` and the other is missing PyTorch; different root causes." - }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "One is a missing `AutoImageProcessor` import in transformers, the other is a dependency API mismatch in `huggingface_hub`." + "reason": "Both are import errors, but they are for different symbols from different packages and likely different breakages." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "`PretrainedConfig` type-checking regression is unrelated to LlamaConfig rejecting an explicit `head_dim` value." + "reason": "One is a v5 type-checking regression in PretrainedConfig; the other is a LlamaConfig head_dim validation issue." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Different code paths: a feature extractor crashing on an unsupported arg vs an auto-docstring annotation introspection crash." + "reason": "These concern different problems: one is a feature extractor crash, the other an auto-docstring annotation bug." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch import failure and MLflow job-reporting failure are unrelated." + "reason": "PyTorch import error vs MLflow reporting on failed training jobs; no shared code path." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting bug vs token-embedding resize/post-init reinitialization bug." + "reason": "MLflow status reporting and embedding resize/post_init behavior are unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config save metadata mismatch is not the same bug as Qwen3.5 MoE from_pretrained failing." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 from_pretrained loading failure." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation failure are different symptoms in different subsystems." + "reason": "Generic tokenizer-loading regression vs flash-attention generation failure; different subsystems." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug is unrelated to a question about the default `max_shard_size` constant." + "reason": "FP8 save_pretrained bug vs a question about shard size; not the same underlying issue." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 OCR index errors." + "reason": "Generation kwargs update logic and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Torch split/indexing issue in GLM MoE is unrelated to meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "torch.split return handling in an indexer is not the same as meta-init incompatibility for remote-code checkpoints." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIP hidden-states regression and LlamaConfig head-dim validation are different model behaviors with different fixes." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are distinct bugs." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling failure is not the same as Gemma4Processor missing `_tokenizer`." + "reason": "Chat/completions request validation failure vs Gemma4Processor missing _tokenizer attribute; different code paths." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading registered `position_ids` as a buffer and missing processor save files are different save/load bugs." + "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are not the same failure." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring is documentation-only; GLM-5 RoPE implementation is a code bug." + "reason": "A docstring typo does not match a RoPE implementation bug." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched `apply_chat_template` padding crash is unrelated to the auto-docstring annotation AttributeError." + "reason": "Batched chat-template crash and auto-docstring annotation crash are unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Generic tokenizer loading failure and inconsistent `eos_token_id` config are different tokenizer issues." + "reason": "Tokenizer loading regression and eos_token_id inconsistency are different issues." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexers, but one is a `torch.split` return-value problem and the other is a missing ReLU." + "reason": "Both mention the DSA indexer, but one is torch.split return handling and the other is a missing ReLU; not the same bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code/meta-init incompatibility is not the same as incorrect visual encoder keys being saved." + "reason": "Different model families and different symptoms: meta-init incompatibility vs incorrect visual encoder keys on save." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-transformers loading stall and SigLIP2 zero-probability classification are unrelated model behaviors." + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probabilities are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both are quantization/save-load related, but they involve different quantization schemes and different failure modes." + "reason": "Both involve save/load of quantized models, but the model types and reported failures differ too much to merge confidently." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but they are model-specific reports with no evidence of the same underlying root cause." + "reason": "Both are tokenizer loading regressions, but they affect different models and the titles do not indicate the same root cause." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "FastSpeech2ConformerTokenizer load failure is a specific tokenizer issue, not clearly the same bug as the broader v5 tokenizer regression." + "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer failure may both be tokenizer-related, but there is no evidence they share the same underlying bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to remote-code checkpoint meta-initialization incompatibility." + "reason": "MLA q_a_layernorm precision issue and InternVL2 meta-init incompatibility are different model bugs." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration is not the same underlying problem as NaNs during checkpoint/init." + "reason": "Flash-attention 3 training degeneration and NaNs during checkout/init are different failure modes." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Missing `AutoImageProcessor` import and missing `Qwen2_5_VLForConditionalGeneration` import are different symbol-resolution problems." + "reason": "FP8 accuracy concerns and Qwen3.5 moe from_pretrained errors are not the same problem." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Different missing imports from different API layers; no shared bug." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default config initialization from `None` is unrelated to `rotary_pct` silently reverting on reload." + "reason": "Default subconfig initialization and GPTNeoX rotary_pct reloading are unrelated config bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe v5 bug are not the same change." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 bug are different issues." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Code bug in DSA indexer vs documentation issue for `position_ids`; no shared underlying defect." + "reason": "DSA indexer return-value handling and a docstring issue are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug and mdeberta BOS/EOS insertion bug are distinct tokenizer behaviors." + "reason": "Tokenizer offset_mapping bug and missing BOS/EOS tokens are both tokenizer-related but not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import and a broad upgrade causing many import errors are not the same concrete bug." } ] }, @@ -12445,13 +12445,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:22355", "issue:28218", @@ -12460,12 +12460,12 @@ "issue:39401", "issue:41628", "issue:42371", - "issue:42757", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", + "issue:43116", "issue:43122", "issue:43232", "issue:43408", @@ -12482,9 +12482,7 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", - "issue:44485", "issue:44488", "issue:44514", "issue:44521", @@ -12494,6 +12492,7 @@ "issue:44743", "issue:44829", "issue:44945", + "issue:45200", "issue:45278", "issue:45290", "issue:45593", @@ -12503,238 +12502,231 @@ "issue:46132" ], "soft_pairs": [ - "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:43232|issue:45593", - "issue:43756|issue:44060", - "issue:42831|issue:45753", "issue:42886|issue:43066", + "issue:42831|issue:45753", + "issue:43756|issue:44060", "issue:22355|issue:28218", "issue:44671|issue:46132", "issue:43122|issue:44521", "issue:43576|issue:43784", - "issue:43646|issue:46002", "issue:44117|issue:44704", + "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:42371|issue:44263", "issue:44295|issue:44297", - "issue:43232|issue:44743", "issue:44704|issue:45290", + "issue:43232|issue:44743", "issue:42907|issue:44945", "issue:43122|issue:44514", "issue:41628|issue:45278", "issue:39401|issue:44488", - "issue:43784|issue:45600", "issue:43976|issue:44945", "issue:44261|issue:44373", + "issue:43784|issue:45600", "issue:43408|issue:43475", "issue:42907|issue:43937", "issue:39401|issue:44521", - "issue:44360|issue:44485", - "issue:44625|issue:44829" + "issue:44625|issue:44829", + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "46c44fd348fbf681721a9a3cf6292d252171980cf9b96853cb63144ce55022af", + "prepared_review_unit_hash": "d5d59ef1a98c2a995a99726242f42507b26aa6e3e8038de2c2704af4c7c1e7a1", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35827, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35083, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items share only broad subsystem words (imports, tokenizers, multimodal, SAM3) but not the same concrete failure mode. I reject all soft edges; none look like a single fixable duplicate pair. If a hub is needed, the broadest umbrella is the import-regression report 45278.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here, covering a version-upgrade import-regression pattern that could subsume related import failures.", + "summary": "This cluster is a broad false-positive similarity mix: tokenizer regressions, generation bugs, import errors, vision/model-specific issues, quantization problems, and training/runtime issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the best representative available because it is active/open, has the most discussion/inbound references, and sits on a broadly relevant apply_chat_template/tokenizer path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable triage anchor because it is broad, regression-oriented, and discussion-friendly; the other issues are too specific and mostly unrelated.", + "best_issue_reason": "issue:44521 is the strongest global issue candidate for triage, but only as a loose representative; the cluster is too heterogeneous for a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Both mention import failures, but 42757 is a specific missing symbol from huggingface_hub while 45278 is a broad multi-import regression after upgrade; not the same concrete bug." - }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated code paths." + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation-kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss behavior." + "reason": "Generation kwarg update logic is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Different Qwen3-related model bugs: RoPE layer dropping versus tied-weights warning/misassignment." + "reason": "Both involve tokenizers, but one is cache/offline loading and the other is decoder type selection." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3_5 image-triggered infinite loop are unrelated symptoms and subsystems." + "reason": "FineGrainedFP8 accuracy issues are unrelated to a multimodal infinite-loop bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a decoder-type regression in v5; not the same bug." + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are different model bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module import and added-token spacing are unrelated." + "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer issues." }, { "left": "issue:44671", "right": "issue:46132", "accept": false, - "reason": "CamemBERT MLM output regression and AttentionInterface.register behavior change affect different components and failures." + "reason": "CamemBERT MLM output regression is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differs across versions, but 44521 is a multimodal assistant-mask bug; no evidence they share one fix." + "reason": "Tokenization version differences and multimodal assistant-mask zeros are distinct failures." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env command and a NameError importing sentence-transformers are different regressions." + "reason": "Broken env command and sentence-transformers import NameError are unrelated." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are not the same code-path problem." + "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding are different code paths." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer mapping fallback logic and AutoProcessor cached_file kwargs handling are separate issues." + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence-Transformers loading hang and a MacOS bus error with CLIP are different failure modes." + "reason": "Sentence Transformers loading stall and MacOS bus error are different runtime failures." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance and GlmMoeDsaIndexer torch.split output handling are unrelated." + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a bufferized position_ids and mismatched tokenizer_class metadata are different bugs." + "reason": "Buffer access issue for position_ids and tokenizer_class mismatch are unrelated." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both touch generation/cache logic, but one is sync_gpus kwargs propagation and the other is recurrent state reset; not mergeable as one fix." + "reason": "Cached-file kwarg propagation and chat-template tool-call crash are different processor bugs." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Cached-file kwargs forwarding and apply_chat_template crashing on tool-call assistant messages are separate API bugs." + "reason": "Generation sync_gpus kwargs handling and Qwen3.5 recurrent-state reset are different logic errors." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and incorrect pipeline-parallel LLM output are unrelated." + "reason": "Quantized save failure and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Version-dependent tokenization changes and batched chat-template crash with padding=False are distinct issues." + "reason": "Tokenizer output changes across versions and batched chat-template crash are different issues." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but 41628 is a specific missing AutoImageProcessor export while 45278 is a broad upgrade-wide import regression; too coarse to treat as one bug." + "reason": "Specific AutoImageProcessor import failure is not the same as broad upgrade-time import errors." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping and failure to load a specific model are unrelated tokenizer/model-loading problems." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are different import regressions." + "reason": "Wrong offset_mapping and failing to load a specific model are unrelated tokenizer/model-loading bugs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility breakage and pipeline-parallel output corruption are unrelated." + "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Missing rms_norm_eps affecting precision and a wrong docstring for position_ids are not the same underlying bug." + "reason": "MLA layer norm precision/config bug and a docstring issue are not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is a missing attribute on an output object; separate fixes." + "reason": "Model-type warning and missing fpn_position_embeddings are separate SAM3 bugs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized model saving and invalid GenerationConfig are different parts of the stack." + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping for Qwen3 and multimodal assistant-mask generation are unrelated." + "reason": "Offset mapping regression and multimodal assistant-mask zeros are distinct tokenizer/template bugs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "DSA indexer activation shape/logic and GLM-5 RoPE implementation are separate model internals." + "reason": "num_labels propagation and flash_attention_3 training degeneration are different issues." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and flash_attention_3 training degeneration are different bugs." + "reason": "Classification example script returning empty results and Gemma 4 token-type defaults are unrelated." } ] }, @@ -12750,13 +12742,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:22355", "issue:28218", @@ -12765,6 +12757,7 @@ "issue:30990", "issue:36296", "issue:38617", + "issue:42175", "issue:42222", "issue:42371", "issue:42673", @@ -12785,20 +12778,19 @@ "issue:43976", "issue:43992", "issue:44038", - "issue:44075", "issue:44222", "issue:44295", "issue:44297", "issue:44351", + "issue:44360", "issue:44485", "issue:44704", "issue:44779", - "issue:44936", + "issue:44938", "issue:44945", "issue:44964", "issue:44977", "issue:45072", - "issue:45200", "issue:45216", "issue:45278", "issue:45446", @@ -12807,7 +12799,7 @@ "issue:46002" ], "soft_pairs": [ - "issue:43116|issue:45200", + "issue:44360|issue:44485", "issue:42907|issue:44964", "issue:44038|issue:44297", "issue:28218|issue:30990", @@ -12815,230 +12807,230 @@ "issue:43122|issue:44779", "issue:42907|issue:43452", "issue:36296|issue:43116", - "issue:43824|issue:44351", "issue:44038|issue:44222", + "issue:43824|issue:44351", "issue:45216|issue:45478", "issue:42757|issue:44351", - "issue:43278|issue:44945", "issue:43784|issue:45446", + "issue:43278|issue:44945", "issue:22355|issue:29159", "issue:43122|issue:44977", + "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:42673|issue:45072", "issue:43066|issue:44779", "issue:38617|issue:45278", "issue:43992|issue:44704", "issue:22355|issue:29127", - "issue:43937|issue:44485", "issue:43611|issue:46002", + "issue:43937|issue:44485", "issue:43976|issue:45446", "issue:42222|issue:43441", "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:44075|issue:44936" + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "3691502de7ea9dab9b6aac684994ba28b3c0e2a28ec46c1c9b85910c0020aca4", + "prepared_review_unit_hash": "59c5711e754ab1b3ff2dee735d7c12fb070bdab60d7fc51004964fa2e53be704", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35277, - "estimated_input_tokens": 8820, - "estimated_eval_tokens": 17896 + "serialized_chars": 35266, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues; none of the suggested soft pairs are strong enough to treat as true duplicates. The most representative issue is the broad tokenizer regression report around the v4\u2192v5 behavior change.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43122 is the clearest, most general regression report in the set: it has a concrete version boundary (4.57.3 \u2192 5.0), a reproducible tokenizer behavior change, and broader relevance than the model-specific reports.", + "summary": "This cluster is a loose mix of Transformers regressions and model-specific import/load/save bugs. The soft pairs mostly share broad themes (tokenizers, v5 regressions, Qwen/MoE) but do not look like the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43122 is the best cluster representative because it is a broad tokenizer-regression report and sits near several other tokenizer-related items, while still being concrete enough to describe the main recurring theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best representative issue because it describes a concrete, user-facing tokenizer regression with a clear before/after comparison and is broad enough to summarize the tokenizer-related subset of the cluster.", + "best_issue_reason": "issue:43122 best captures the recurring user-facing problem space in this set: tokenization changes/regressions around the v5 transition. It is the most central among the provided issues without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Different problems: example script multi-label output vs Gemma 4 multimodal token-type handling. No shared code path." + "reason": "Different bug areas: a missing ReLU in DSA indexer vs GLM-5 RoPE implementation. Same general model-internals theme, but not the same underlying problem." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral weights is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "Different models and failures: dequantized Ministral/Devstral save issue vs Phi-4 multimodal loading issue." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug is not the same as tokenizer save_pretrained metadata mismatch." + "reason": "One is a Qwen3-VL-Moe model/runtime bug; the other is tokenizer.save_pretrained metadata mismatch. No shared concrete code path." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer added-space bug and Sentence Transformers loading hang are unrelated." + "reason": "Tokenizer spacing bug vs Sentence Transformers load hang; unrelated symptoms and subsystems." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different symptoms and code paths: Qwen3-VL-Moe failure vs position_ids buffer read error." + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is generic tokenization drift and the other is Deepseek-specific incorrect outputs; not enough evidence of the same root cause." + "reason": "Both are tokenizer regressions, but one is a generic version-to-version difference and the other is Deepseek-specific incorrect output. Too broad to treat as one bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure and gguf_file loading failure are different loading/saving paths and different bugs." + "reason": "Save/dequantization problem for Ministral/Devstral is not the same as gguf_file loading failures in AutoTokenizer/AutoModel." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the classification example script issue." + "reason": "Tensor-parallel training bug and example-script multi-label classification output issue are unrelated." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are import errors, but for different symbols and different underlying missing exports." + "reason": "Same model family and MoE wording, but one is a Qwen3-VL-Moe behavior bug and the other is FP8 save_pretrained. Not enough to unify." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Different Qwen3-VL-Moe inference bug vs FP8 save_pretrained-on-MoE bug." + "reason": "Both are import errors, but for different missing symbols and likely different release breakages." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family, but save_pretrained checkpoint corruption and from_pretrained loading error are distinct code paths and not clearly the same defect." + "reason": "Both involve Qwen3.5 around v5.4.0, but one is checkpoint saving and the other is from_pretrained loading. Related, but not the same concrete bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different import failures from different libraries/modules; not a duplicate." + "reason": "Different missing imports from different dependencies/symbols; no indication of one underlying defect." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "BF16-to-FP32 dtype shift in eval is unrelated to incorrect outputs under pipeline parallelism." + "reason": "sentence-transformers import NameError and flex_attention version-check bug are unrelated." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + "reason": "dtype mismatch in evaluation vs incorrect LLM output under pipeline parallelism are different failure modes and code paths." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are separate issues." + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression and flash-attention generation failure are different symptoms and likely different paths." + "reason": "Both are tokenization-related in v5, but one is a generic tokenization change and the other is a Qwen3.5 flash-attention generation issue. Not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow extra-install packaging and Python 3.14 load failure are different compatibility problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to Qwen3_5 image-induced infinite loop." + "reason": "Different model-specific multimodal issues: SigLIP2 implementation discrepancy vs Qwen3_5 image loop." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatch in bfloat16 inference." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM and dtype mismatches in bfloat16 inference are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are related only at a high level; not the same concrete bug." + "reason": "Both mention tokenizer behavior in v5, but one is decoder-type metadata and the other is model output/tokenization correctness. Too different to merge." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import versus broad import errors after upgrade; not the same issue." + "reason": "Single missing import symbol vs broad many-import-errors report; the latter is a superset-style release complaint, not the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs forwarding are unrelated." + "reason": "Missing embed_tokens.weight in from_pretrained and AutoProcessor kwargs forwarding are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "transformers.onnx import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Different areas entirely: ONNX import error vs LayoutLMv3 error-message clarity." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion do not describe the same defect." + "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct defects." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are different problems." + "reason": "Same GLM-5 umbrella, but GenerationConfig validation and RoPE implementation are separate code paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support issue and flex_attention version check bug are unrelated." + "reason": "Python version support/load failure is unrelated to the flex_attention PyTorch version check bug." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific bugs." + "reason": "Both involve model-specific breakage, but one is vitpose loading issues and the other is Ministral-3 flash-attention failure. Not the same bug." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example script issue and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example script multi-label output issue and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing image patch count method are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training-loop bugs." + "reason": "TF32 behavior settings and missing get_number_of_image_patches are unrelated." } ] }, @@ -13054,38 +13046,36 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42371", + "issue:42222", "issue:42490", "issue:42617", "issue:42673", "issue:43064", "issue:43116", - "issue:43408", "issue:43421", "issue:43450", "issue:43582", "issue:43673", - "issue:43742", "issue:43825", "issue:43827", "issue:43906", "issue:43937", "issue:43986", "issue:44038", + "issue:44075", "issue:44117", - "issue:44261", "issue:44291", "issue:44380", "issue:44410", @@ -13093,6 +13083,7 @@ "issue:44484", "issue:44779", "issue:44829", + "issue:44936", "issue:44977", "issue:45071", "issue:45081", @@ -13108,9 +13099,11 @@ "issue:45563", "issue:45588", "issue:46002", - "issue:46077" + "issue:46077", + "issue:46178" ], "soft_pairs": [ + "issue:44075|issue:44936", "issue:43064|issue:43673", "issue:44038|issue:45478", "issue:45357|issue:45478", @@ -13129,6 +13122,7 @@ "issue:44466|issue:46002", "issue:45405|issue:45446", "issue:45341|issue:45561", + "issue:42222|issue:46178", "issue:44117|issue:45081", "issue:38617|issue:41628", "issue:44410|issue:45310", @@ -13137,219 +13131,220 @@ "issue:42673|issue:43582", "issue:42617|issue:45341", "issue:44484|issue:45310", - "issue:42371|issue:44261", - "issue:42490|issue:42673", - "issue:43408|issue:43742" + "issue:42490|issue:42673" ], - "prepared_review_unit_hash": "934fba96391f7caf15c0c8d523d2fcfb183bb63406167fd4f44c255349c1cd46", + "prepared_review_unit_hash": "a51b617bcd2e435e45077e8b6a1dd12f249a36aff47f76a9d687361e4f6cdf52", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35850, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a tight duplicate cluster; it mixes many unrelated bugs across tokenizers, Qwen/Qwen3.5, training, imports, docs, and testing. I would not merge any of the proposed soft edges.", - "confidence": 0.61, - "canonical_issue_reason": "No single true canonical exists here because the items are heterogeneous; if a placeholder is required, 43825 is the cleanest user-facing runtime bug and has some discussion/inbound references.", + "summary": "Mostly unrelated Transformers issues grouped together; only one soft pair appears to be a true duplicate (the Qwen3-VL-Moe v5 bug).", + "confidence": 0.8, + "canonical_issue_reason": "No single cluster-wide canonical issue: the set spans unrelated import, tokenizer, training, vision, and docs regressions; issue 44038 is only a clear duplicate anchor for one small subpair.", "canonical_pr_reason": null, - "best_issue_reason": "43825 is the most concrete and broadly understandable issue in the set, but it still does not represent the rest of the unrelated cluster.", + "best_issue_reason": "issue:44038 is the strongest representative because it has an almost identical twin (45478) for the same Qwen3-VL-Moe `transformers>=5.4.0` failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Both concern training/eval behavior, but one is about ignored SGD args and the other is a train-then-evaluate failure; different bugs and code paths." + }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption is a different bug than missing GenerationMixin cache during chunked prefill." + "reason": "Different failures: wrong optimizer states on nonzero ranks under FSDP/PEFT vs missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44038", "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5-era model loading, but one is a generic Qwen3-VL-Moe v5 issue and the other is a specific from_pretrained failure; not the same bug." + "accept": true, + "reason": "Same Qwen3.5/Qwen3-VL-Moe v5 regression with effectively the same reported failure; these look like duplicate reports of the same bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "One is incorrect save_pretrained visual encoder keys; the other is a from_pretrained load error. Different code paths and symptoms." + "reason": "One is a save_pretrained visual-encoder key regression, the other is a from_pretrained load error; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Multi-label classification example behavior is unrelated to the pipeline translation-task message regression." + "reason": "An example-script multi-label classification failure and a pipeline() v5 error-message/docs issue are different user-facing problems." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe feature-length behavior and a flex_attention PyTorch version check are unrelated." + "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs flex_attention import/version gating." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig handling is not the same as a stale num_return_sequences warning in paged generate." + "reason": "A GenerationConfig validation error for GLM-5 is unrelated to a stale warning in paged generate()." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT-2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are different model/backend bugs." + "reason": "GPT2 attention scaling with SDPA/FlashAttention and Gemma4 bidirectional masks are separate attention bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping are both tokenizer-related but are different failures with different models/symptoms." + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a Qwen3 offset_mapping bug; not the same issue." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer bugs affecting different models: offset_mapping vs incorrect DeepSeek tokenization results." + "reason": "Different tokenizer models and symptoms: Qwen3 offset_mapping vs DeepSeek wrong outputs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the flex_attention import/version check." + "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention crash on sink-less models." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention crash on sink-less models involve different code paths." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak across dataloader threads is not the same as an isolated reproduction of a different issue." + "reason": "VRAM leakage across dataloader threads is unrelated to an isolated reproduction of another issue." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Generic invalid generation config handling is different from Qwen3.5 flash-attention generation failure." + "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation issues are different bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to v5.4.0 PretrainedConfig type checking." + "reason": "Init-empty-weights TypeError and PretrainedConfig type-checking breakage are distinct regressions." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing torchvision import crash are separate video-processing problems." + "reason": "Batched video-processor shape handling and AutoProcessor crashes without torchvision are separate problems." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads after checkout/init." + "reason": "Inconsistent lm_head serialization is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT version bump problem is unrelated to the flex_attention AuxRequest version check." + "reason": "A dependency minimum-version bump and an AuxRequest import version check are not the same bug." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug is not the same as the pytest-xdist captured_info.txt race." + "reason": "Too little evidence that the vague testing_utils bug and the xdist captured_info.txt race are the same underlying defect." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a tensorflow_text backend lookup error are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping returning None is a different failure from _patch_mistral_regex crashing on backend_tokenizer access." + "reason": "Tokenizer mapping None handling and the Mistral regex patch AttributeError are different tokenizer failures." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules and code paths." + "reason": "Both are import errors, but for different symbols and modules; no evidence of the same breakage." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 Moe from_pretrained failure." + "reason": "qwen3next missing projections and Qwen3.5 MoE from_pretrained errors are distinct model-specific bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 causing degenerate training is unrelated to Qwen3.5 save_pretrained checkpoint regression." + "reason": "FlashAttention-3 causing degenerate training is not the same as a save_pretrained checkpoint regression." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping wrong results and runtime post-processor updates for special tokens are different tokenizer behaviors." + "reason": "Offset-mapping corruption and runtime post-processor updates are different tokenizer behaviors." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "A VRAM leak in multi-threaded loading is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "A VRAM leak in multi-threaded loading and an Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Failure to run 3d_parallel.py is unrelated to a minor testing_utils issue." + "reason": "A 3d_parallel.py execution failure and a testing_utils bug do not share the same code path." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained max_shard_size behavior is unrelated to Qwen3.5 Moe loading errors." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 behavior settings and MLA rms_norm_eps precision mismatch are unrelated issues." + "reason": "max_shard_size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Trailing-slash import warning when loading a local model is not the same as a VRAM leak across dataloader threads." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "sam3_video/sam3_tracker warning is unrelated to a KeyError while loading facebook/MobileLLM-125M." + "reason": "A trailing-slash local-model import warning and a VRAM leak under dataloader threads are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and the conservative stance on the soft edges is appropriate. The only accepted duplicate pair (44038/45478) is at least plausible from the titles and shared Qwen3 MoE / v5 regression framing, while the other rejections stay cautious and consistent with the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13358,13 +13353,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 43, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:38617", "issue:41628", @@ -13382,6 +13377,7 @@ "issue:43452", "issue:43577", "issue:43673", + "issue:43742", "issue:43874", "issue:43931", "issue:43937", @@ -13407,7 +13403,6 @@ "issue:45071", "issue:45278", "issue:45341", - "issue:45459", "issue:45464", "issue:45478", "issue:45542", @@ -13416,13 +13411,15 @@ "issue:46172" ], "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43408|issue:43742", "issue:44933|issue:45278", "issue:38617|issue:44220", "issue:42222|issue:45542", "issue:43937|issue:44496", - "issue:42175|issue:42222", "issue:44483|issue:45464", "issue:43066|issue:43122", + "issue:42175|issue:42222", "issue:42371|issue:42831", "issue:44075|issue:45656", "issue:43012|issue:43577", @@ -13434,14 +13431,13 @@ "issue:43874|issue:44261", "issue:44263|issue:44485", "issue:45071|issue:45542", - "issue:42222|issue:45459", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43012|issue:43408", "issue:43441|issue:44829", "issue:43931|issue:44410", - "issue:43673|issue:46123", "issue:43931|issue:44038", + "issue:43673|issue:46123", "issue:43335|issue:45071", "issue:43097|issue:43452", "issue:45003|issue:45341", @@ -13451,244 +13447,253 @@ "issue:43986|issue:44484", "issue:43874|issue:44263" ], - "prepared_review_unit_hash": "03800beb213eaf1f5d42c9a0cdd0e3db072ca85468a2dcceb8eb4bb0be1b4301", + "prepared_review_unit_hash": "ce0970f47a3f890de64636028d93201baf8d6bb0716bb435eefcd115ebf0dc8e", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37583, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "soft_pair_count": 35, + "serialized_chars": 37837, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items mostly form a noisy similarity cluster: many are Transformers regressions, but the proposed edges usually connect different models, different code paths, or only broadly related symptom classes. I found no pair that clearly looks like the same underlying bug or change.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45278 is the broadest, most umbrella-like report in the set: a post-upgrade import-regression with multiple failures, making it the best representative issue among these mostly unrelated reports.", + "summary": "Mostly a mixed bag of unrelated Transformers regressions; the soft edges are generally too weak for duplicate merges, and the Qwen3.5 chat/completions pair is not strong enough to accept here. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general post-v5 import/regression theme better than the narrower, model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 has the clearest generalized regression framing and the widest apparent scope, so it is the strongest single issue to keep as the cluster representative.", + "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it captures the widest user-facing upgrade regression pattern among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 backend-setting guidance and MLA q_a_layernorm rms_norm_eps precision are different defects." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning vs MobileLLM key error; same area, different bug." + }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific missing import from image_utils while the other is a broad upgrade-wide import regression; not the same bug." + "reason": "45278 is broad import breakage, but 44933 is a specific missing export; not the same concrete bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different failures in different areas: a missing configuration utility symbol vs. a feature-extraction helper issue." + "reason": "ImportError for a config symbol and audio feature extraction failure are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "One is about broken vitpose models, the other about TensorFlow backend detection when only tensorboard is installed." + "reason": "VitPose breakage and missing TensorFlow in a tensorboard-only install are different packaging/model issues." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Different model-loading/validation failures affecting unrelated models and error paths." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "TensorFlow installation/backend packaging problem vs. vitpose model breakage; too different." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized Olmo model loading are different code paths." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a generic API rejection and the other is a specific streaming-inference failure for a particular model; not clearly the same bug." + "reason": "They both mention chat/completions and Qwen3.5, but the packet does not give enough endpoint-level evidence to treat them as the same underlying bug." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder-type mismatch and the other is changed tokenization output; not enough to treat as the same defect." + "reason": "Both involve tokenizer behavior in v5, but one is decoder-type metadata and the other is changed tokenization output." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend-install packaging issue vs broken VitPose model loading are unrelated." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API-setting guidance is unrelated to the FineGrainedFP8 accuracy regression." + "reason": "TF32 API warning and FineGrainedFP8 accuracy regression are not the same defect." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and DeepSpeed double-stepping are different optimizer bugs." + "reason": "Unused SGD arguments and double optimizer.step() under deepspeed are distinct optimizer bugs." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype behavior, but one is a PyTorch warning during compilation and the other is Blip2 load-time dtype propagation; different concrete problems." + "reason": "Compile-time float32 warning and BLIP2 dtype propagation bug are different precision issues." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different models and different symptoms: missing projections in qwen3next vs. Qwen3.5 MoE from_pretrained error." + "reason": "Different Qwen3-next/Qwen3.5 loading failures; not the same code-path problem." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked-prefill bug is unrelated to a testing_utils issue." + "reason": "Generation cache regression and a testing_utils bug are unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained sharding-size question is unrelated to Qwen3.5 MoE loading failure." + "reason": "save_pretrained shard-size default behavior has nothing to do with Qwen3.5 MoE loading." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different regression classes." + "reason": "Embedding-tie API removal and unexpected position-id keys are different regressions." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are distinct issues." + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking are separate issues." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch counting helper vs. rms_norm_eps precision issue; different models and paths." + "reason": "Missing multimodal patch helper and MLA precision/config behavior are different bugs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "DSA indexer split behavior and GLM-5 RoPE implementation are not the same concrete bug." + "reason": "torch.split return handling and GLM-5 RoPE implementation are not the same defect." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression in config handling is unrelated to TensorFlow backend import/installation behavior." - }, - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "Vitpose model breakage and tokenizer error-hiding when protobuf is absent are unrelated." + "reason": "PreTrainedConfig type-checking regression and undefined tf backend error are unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both are tensor/indexing-related, but the concrete code paths and symptoms differ." + "reason": "Different model-internal math paths; no evidence of one shared bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "ReLU missing in the DSA indexer and a dtype/transpose issue in deepseek-v4 are different bugs." + "reason": "Missing ReLU in DSA indexer vs DeepSeek-V4 transpose issue are unrelated." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A bfloat16 precision warning is unrelated to the sam3_video/sam3_tracker model-type mismatch." + "reason": "bfloat16 warning and SAM3 tracker model-type mismatch are different problems." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but they affect different models and failure modes; not the same underlying change." + "reason": "FlashAttention failures on different models and symptoms are not mergeable as one fix." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-specific bugs." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-next missing projections are distinct loading bugs." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Cache handling during chunked prefill is unrelated to the final partial-batch masking pipeline bug." + "reason": "Different Qwen model families with different failure modes." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Different Qwen3-VL-related failures with different symptoms and likely different fixes." + "reason": "Generation cache regression and pipeline final-batch handling are unrelated." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Sparse-layer construction bug and config type-checking regression are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type checking." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Embedding-tie removal and gguf_file loading failures are different code paths." + "reason": "Embedding-tie API removal and gguf_file/from_pretrained breakage are different problems." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "sys.modules access bug and testing_utils bug are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crashing without torchvision and a testing_utils issue are unrelated." + "reason": "AutoProcessor/torchvision crash is unrelated to a testing utility bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a broad model-loading failure are too different to merge." + "reason": "Tokenizer mapping None handling and a specific model-loading failure are not clearly the same defect." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "sam3 model-type warning and a Qwen3.5 LoRA tie_word_embeddings warning are unrelated." + "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-model processor crash and max_shard_size behavior are unrelated." + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size defaults." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch helper and torch.split return-value behavior are different implementation bugs." + "reason": "Missing multimodal-token helper and GlmMoeDsaIndexer torch.split behavior are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:44483 vs issue:45464 only clearly share the chat/completions area and Qwen3.5 context, not enough to confidently call them the same endpoint bug. The packet does not provide merge-level evidence for that duplicate claim, so the analyst is overstating the match. The rest of the false negatives look conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13698,13 +13703,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 44, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:38617", "issue:42757", @@ -13736,12 +13741,11 @@ "issue:44368", "issue:44380", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44514", "issue:44655", "issue:44704", + "issue:44938", "issue:45103", "issue:45341", "issue:45372", @@ -13753,7 +13757,8 @@ "issue:46050", "issue:46123", "issue:46132", - "issue:46172" + "issue:46172", + "issue:46178" ], "soft_pairs": [ "issue:45440|issue:46172", @@ -13772,11 +13777,12 @@ "issue:43097|issue:43873", "issue:44704|issue:45103", "issue:43986|issue:44117", - "issue:43066|issue:43906", "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:44938|issue:46178", "issue:43208|issue:43550", - "issue:43825|issue:44655", "issue:43992|issue:44484", + "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:43352|issue:44380", @@ -13787,241 +13793,222 @@ "issue:43352|issue:43976", "issue:44380|issue:46132", "issue:44380|issue:45479", - "issue:43064|issue:44380", - "issue:44483|issue:44514" + "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "313f5ec691155985b7999297ba66fea9145d7134ffdacdee780b99daf5af1e91", + "prepared_review_unit_hash": "6a32e07ac268ddad00f5e7c65be2fb70f32bec608a8f0dcd4913656af1c62648", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37467, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs spanning imports, model configs, processor loading, training, and attention backends. The soft matches are mostly broad subsystem similarity rather than the same underlying defect, so none should be merged as duplicates.", + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers issues spanning import errors, model-specific architecture bugs, tokenizer/load-path regressions, attention-backend quirks, and save/load problems. The soft similarities are largely superficial keyword overlap rather than the same underlying defect, so there is no clear duplicate canonical artifact.", "confidence": 0.96, - "canonical_issue_reason": "issue:43097 is the clearest representative of a user-facing v5 regression with explicit impact and inbound references, making it a strong anchor for triage of version-breakage reports.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best standalone issue to prioritize: it is open, active, and describes a broadly impactful, concrete failure mode around offline/remote loading behavior.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model families and different bug classes; not the same code path." + "reason": "Both touch DeepSeek models, but one is a model-implementation divergence and the other is a specific tensor transpose bug; different code paths and symptoms." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Sliding-window model behavior vs a testing utility bug; unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a small testing_utils bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both involve processor loading, but the missing dependency/import and affected paths differ." + "reason": "Both are load-time crashes, but one is missing torchvision and the other is a missing mistral_common symbol; different root causes." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Separate ImportErrors from different modules and symbols." + "reason": "Both are ImportErrors, but for different missing symbols from different modules and versions." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision warning in MLA layer norm vs GLM-5 RoPE implementation; unrelated defects." + "reason": "MLA RMS norm precision/config issue is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer-state corruption under FSDP/PEFT vs Liger kernel not being applied; different problems." + "reason": "Distributed optimizer-state corruption and Liger-kernel application are separate training-path bugs." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Config removal regression vs quantized save/load corruption; not the same bug." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "v5 config change issue vs flash-attention crash on sink-less models." + "reason": "Both concern model persistence, but one is a v5 API/removal warning issue and the other is quantized save/load corruption." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken constructor argument clash vs tokenizer-mapping None handling; different failure points." + "reason": "Tokenizer AddedToken construction failure and TOKENIZER_MAPPING_NAMES None handling are different tokenizer code-path bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing projections in a model layer vs a missing config field silently dropped." + "reason": "Both are Qwen config/model problems, but one is missing attention projections and the other is a config field being dropped by strict validation." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing-import regressions involving different names and modules." + "reason": "Different missing imports: layer_type_validation versus HybridCache." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-MoE bug vs Qwen3next projection bug; same broad family, different concrete issue." + "reason": "Both involve Qwen-family models, but the specific architectures and failure modes differ." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline-download behavior vs missing embedding weights on load; unrelated." + "reason": "Offline/cached-file API requests and a missing embed_tokens weight are unrelated loading bugs." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Config API removal vs quantization offloading behavior; different code paths." + "reason": "Both mention quantization/load behavior, but one is save/pretrained regression and the other is offloading not working as expected." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "cached_file kwargs propagation vs a docstring/annotation crash; not the same defect." + "reason": "cached_file kwarg forwarding and auto_docstring annotation handling are unrelated subsystems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor/torchvision loading crash vs tokenizer mapping lookup bug." + "reason": "Processor loading with optional torchvision and tokenizer mapping returning None are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class is not the same issue as an AutoProcessor crash without torchvision." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs an unrelated reproduced issue; no concrete overlap." + "reason": "The titles point to different tokenizer-related failures, with no evidence they share the same concrete bug." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Missing exported model class vs AutoProcessor/torchvision crash; separate import and runtime paths." + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping errors are unrelated environment issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers vs Bamba compile/SDPA failure; different models and failures." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Pipeline error message vs pipeline serialization bug; not the same underlying change." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are separate model-specific problems." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing checkpoint weight vs max_shard_size default behavior; unrelated." + "reason": "Missing checkpoint weight and the default max_shard_size discussion are not the same bug." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "PyTorch warning during bfloat16 compilation vs a torch.compile SDPA model failure." + "reason": "Pipeline translation messaging and Pipeline save_pretrained failures are different concerns." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings with different root causes and model setups." + "reason": "PyTorch precision warning during bfloat16 compilation is unrelated to the tie_word_embeddings warning." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for one model vs GPT2 attention-scaling being ignored." + "reason": "One is lack of FlashAttention 2 support for Nemotron; the other is GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/load dequantization bug vs an infinite-loop vision prompt bug." + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 image-loop bug are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Model save/pretrained quantization issue vs pipeline object serialization." + "reason": "Both mention saving, but one is model quantization persistence and the other is saving Pipeline objects." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage vs a DeepSeek V4 tensor transpose bug; unrelated." + "reason": "ESM2 breakage is unrelated to the DeepSeek tensor transpose bug." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper model load failure vs partial-batch mask pipeline bookkeeping bug." + "reason": "Whisper load failure and MaskGenerationPipeline final-batch dropping are different code paths." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Attention backend support issue vs Python version incompatibility." + "reason": "FlashAttention support for a model and Python-version compatibility are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend-specific scaling bug vs AttentionInterface.register changing callback behavior." + "reason": "Attention backend scaling behavior and AttentionInterface.register changing function behavior are not the same defect." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config bug vs zero-loss sequence-classification bug; different subsystems." + "reason": "Attention backend configuration loss is unrelated to the zero-loss sequence-classification bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption vs attention backend scaling behavior." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat/completions API rejection vs batched processor apply_chat_template crash." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "Different DeepSeek versions and different concrete implementation bugs; not mergeable as one fix." + "reason": "FSDP/PEFT optimizer-state issues and GPT2 attention scaling under SDPA are unrelated." } ] }, @@ -14037,13 +14024,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 45, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:36010", "issue:36683", @@ -14059,7 +14046,6 @@ "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", "issue:43582", "issue:43611", @@ -14078,6 +14064,7 @@ "issue:44380", "issue:44483", "issue:44485", + "issue:44514", "issue:44625", "issue:44655", "issue:44683", @@ -14095,10 +14082,11 @@ "issue:46172" ], "soft_pairs": [ + "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:36683|issue:43582", - "issue:43208|issue:43526", "issue:43012|issue:44683", + "issue:43208|issue:43526", "issue:42490|issue:43012", "issue:42757|issue:43824", "issue:43618|issue:43761", @@ -14119,200 +14107,210 @@ "issue:36010|issue:42757", "issue:44077|issue:44380", "issue:36683|issue:44077", - "issue:43867|issue:45216", "issue:43352|issue:43937", + "issue:43867|issue:45216", "issue:43611|issue:44655", "issue:44625|issue:46077", "issue:43976|issue:44938", "issue:46077|issue:46082", - "issue:43352|issue:45593", - "issue:36683|issue:43525", - "issue:43618|issue:45216" + "issue:43352|issue:45593" ], - "prepared_review_unit_hash": "bfd191d700ef37b91fea7b12a506836b3beb3b37108f7c0f917e4e55027c54dd", + "prepared_review_unit_hash": "2b3c03b9665932338b42bfeda36e44a93bdf3b362b00a1ae8fe160387f5dfc5e", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37104, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "soft_pair_count": 32, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of distinct Transformers regressions, import errors, and model-specific bugs. I did not find any soft pair that looks like the same underlying change, so I would not merge any of them as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45698 is the broadest representative here: a core from_pretrained/save_pretrained loading/saving bug with active discussion and inbound references, unlike the many narrow model-specific issues.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and model-specific bugs, with only one plausible duplicate pair around CLIP v5 output regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43761 is the clearest duplicate target here: it reports the CLIP v5 forward/output regression, and issue:43618 appears to be the same missing-output bug on the same CLIP code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global representative because it targets a central library API path (model loading/saving) and has comparatively high discussion activity.", + "best_issue_reason": "Among this mostly unrelated set, issue:43761 is the best representative because it is a concrete, reproducible regression with a clear duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling vs chat-template tool-call crash are different code paths." + }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/MoE serialization, but one is FP8 save_pretrained and the other is a from_pretrained load error; different failure modes." + "reason": "Both touch Qwen3.5 MoE save/load, but one is save_pretrained FP8 failure and the other is a from_pretrained load error." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config attribute error vs Apple Silicon allocator TypeError; unrelated bugs." + "reason": "Gemma3 config vocab_size error and Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "xLSTM training bugs are unrelated to a BEiT image-processor label reduction bug." + "reason": "bf16 warning during compile and flex_attention compile failure are different bugs." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "One is a warning during bfloat16 compilation, the other is a hard failure in compiled flex_attention on torch>=2.9; not the same issue." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels are unrelated." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path slash import warning and bfloat16 compile warning are different code paths." + "reason": "Local-path import warning and bf16 compilation warning are unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different packages/symbols; not a duplicate." + "reason": "Different import errors in different modules; not the same bug." }, { "left": "issue:43618", "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP v5 regressions, but one drops attentions and the other drops hidden_states; no clear shared concrete bug." + "accept": true, + "reason": "Both describe the same CLIP v5 regression where requested model outputs are no longer populated." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Generic load/save module-resolution bug vs DeepSeek dtype/transpose bug; unrelated." + "reason": "Wrong custom-module loading after save_pretrained is unrelated to the DeepSeek transpose bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-field regression and GPT2 attention-scaling backend behavior are separate problems." + "reason": "CLIP output regression and GPT2 attention scaling ignored are unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same family (Qwen3-VL/MoE) but different issues: generic loading breakage vs fp8 inference support." + "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same concrete defect." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a missing utility vs network requests despite local_files_only=True; unrelated." + "reason": "ImportError for layer_type_validation and local_files_only still making API requests are unrelated." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "OpenAI chat-completions request validation and chat-template tokenization crash are different paths." + "reason": "Request validation failure and assistant tool-call chat-template crash are different problems." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "API request rejection and Qwen2.5-VL video position-id bug are unrelated." + "reason": "API request acceptance and Qwen2.5-VL video position ids are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading errors, but one is a Qwen3-VL/MoE regression and the other is a state_dict-order issue; not the same root cause." + "reason": "Qwen3.5 loading regression and sorted state_dict load error are different failure modes." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE discussion are different model-specific bugs." + "reason": "Smollm3 RoPE-layer issue and GLM-5 RoPE discussion are not the same bug." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different models and different missing attributes; no shared code path." + "reason": "Gemma3 vocab_size error and SAM3 missing fpn_position_embeddings are unrelated." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline arg is unrelated to pipeline save_pretrained failure." + "reason": "Docs mismatch for return_all_scores and pipeline save_pretrained failure are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize propagation bug vs Gemma4 attention-mask bug; separate issues." + "reason": "Gemma4 embedding resize bug and bidirectional attention-mask bug are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3.5 model loading regression and infinite-loop-on-image bug are unrelated." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure is not the same as saving Pipeline objects." + "reason": "Both involve saving, but quantized model saving and pipeline object saving are different bugs." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenization cleanup behavior change and wrong tokenizer decoder type are distinct tokenizer regressions." + "reason": "Tokenizer behavior change and wrong tokenizer decoder type are different issues." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely unrelated fixes." + "reason": "Different import errors from different modules; not the same underlying bug." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute bug and patchtsmixer post_init policy change are unrelated." + "reason": "Gemma3 config attr error and PatchTSMixer post_init validation are unrelated." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Sorted-state_dict load failure and incorrect Qwen3.5 checkpoint save are different serialization bugs." + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig invalid are different model-specific bugs." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Flash Attention support warning and invalid GenerationConfig error are unrelated." + "reason": "Sorted state_dict load error and Qwen3.5 save_pretrained checkpoint regression are not the same bug." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression and pipeline save_pretrained failure are different code paths." + "reason": "base_model_prefix loading regression and pipeline save_pretrained serialization are different code paths." }, { "left": "issue:44625", @@ -14324,38 +14322,29 @@ "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and likely different causes." + "reason": "Both are Python-version compatibility issues, but they target different versions and different failures." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask bug vs LlamaConfig head_dim validation are unrelated." + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Unsupported Flash Attention 2.0 and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Different model configs and different missing attributes." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The CLIP pair (43618/43761) is a reasonable same-regression call based on the titles, and the rest of the pairwise rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14364,13 +14353,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 46, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:28282", "issue:33453", @@ -14383,6 +14372,7 @@ "issue:43064", "issue:43352", "issue:43502", + "issue:43525", "issue:43575", "issue:43576", "issue:43618", @@ -14399,7 +14389,6 @@ "issue:44246", "issue:44355", "issue:44360", - "issue:44387", "issue:44484", "issue:44492", "issue:44556", @@ -14409,11 +14398,11 @@ "issue:44964", "issue:44977", "issue:45071", + "issue:45216", "issue:45278", "issue:45310", "issue:45357", "issue:45375", - "issue:45381", "issue:45440", "issue:45478", "issue:45561", @@ -14422,23 +14411,24 @@ "issue:46132" ], "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", "issue:36683|issue:44242", "issue:43352|issue:43931", "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:44355|issue:44855", "issue:43867|issue:45375", + "issue:44355|issue:44855", "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:36683|issue:43064", "issue:44938|issue:45071", "issue:43867|issue:45357", "issue:43010|issue:45850", - "issue:44938|issue:45381", + "issue:43992|issue:45478", "issue:43010|issue:43976", "issue:42490|issue:44075", - "issue:43992|issue:45478", "issue:43618|issue:44077", "issue:36296|issue:43575", "issue:28282|issue:33453", @@ -14451,232 +14441,234 @@ "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:43723|issue:44556", - "issue:43576|issue:46132", - "issue:44387|issue:44556" + "issue:43576|issue:46132" ], - "prepared_review_unit_hash": "75aafdbfe773c959501ea31618bbac392a786b912b8de88ba12744b0ed89c37d", + "prepared_review_unit_hash": "b8fc394db51711eda0d21e2d19937f2bd6a1b923404ef2e6a19d38605b3b697c", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36499, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still best treated as a loose collection of Transformers v5 regressions, model-loading bugs, and CI/test issues. The broad v5 import/loading report is the best anchor, but the soft edges are mostly false positives; in particular the UMT5Encoder loading bug should not be merged with the Qwen3.5 MoE from_pretrained reports.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the best broad representative of the recurring v5 upgrade/import-regression theme, and it is concrete enough to anchor the cluster without collapsing distinct model-specific failures.", + "summary": "This cluster is a mixed bag of v5-era regression reports around model loading, config/schema mismatches, tokenizer/import breakages, and a few unrelated performance/test issues. The titles are thematically similar, but the concrete root causes are usually different, so the soft edges should stay split.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly captures the broad cross-version import breakage pattern that many nearby reports resemble, without being as narrowly model-specific as most others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest single issue to represent the cluster because it covers the dominant upgrade/load regression pattern seen across several items, while remaining more specific than the generic complaints.", + "best_issue_reason": "issue:45278 is the strongest triage anchor for the cluster because it summarizes the general upgrade regression pattern and is broad enough to represent the surrounding loading/import complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Different bugs: Gemma3Config vocab_size access vs missing load-balancing loss when router logits are disabled." - }, - { - "left": "issue:43352", - "right": "issue:43931", - "accept": false, - "reason": "Unrelated failure modes: Flash Attention unsupported error vs Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Different subsystems and symptoms: distributed optimizer-state corruption vs a cache-strategy typo." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decoration request for cache/layer updates is not the same concrete bug as a broad v5 import/load regression." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Not the same bug: UMT5Encoder missing embed_tokens.weight is a different model/path from Qwen3.5 MoE from_pretrained errors." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled-Python import failures and a Python 3.13 torch.jit parsing issue are different code paths." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "State_dict sorting load error and missing deepstack_visual_indexes in config are different model-loading problems." - }, - { - "left": "issue:41669", - "right": "issue:44246", + "right": "issue:43525", "accept": false, - "reason": "Both mention import performance, but one is a specific import-star cleanup proposal and the other is an intermittent slowdown report." + "reason": "Both are config attribute errors, but they affect different models and missing fields (`vocab_size` vs `pad_token_id`), so they do not look like the same bug." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to the xdist captured_info.txt race." + "reason": "One is about `CLIPOutput.attentions` not being assigned; the other is a Qwen3.5 `save_pretrained` regression. Different code paths and symptoms." }, { "left": "issue:36683", - "right": "issue:43064", + "right": "issue:44242", "accept": false, - "reason": "Config attribute error and distributed optimizer-state corruption are unrelated failures." + "reason": "A missing config attribute for Gemma3 is unrelated to MoE load-balancing loss handling." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "Python-version load failure and PretrainedConfig type-checking breakage are different regressions." + "reason": "These are separate model-loading failures: Flash Attention 2 support gating for NemotronH vs a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different save/load bugs: sorted state_dict handling vs incorrect visual encoder keys on save_pretrained." + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." }, { "left": "issue:43010", - "right": "issue:45850", + "right": "issue:45278", "accept": false, - "reason": "A cache update decoration issue is not the same bug as a broad 'v5 breaks too many models' complaint." + "reason": "`@torch.no_grad` on cache/layer updates is a different fix from broad import failures after upgrading to v5." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Generic Python 3.14 import failure is unrelated to Qwen2.5-VL video position-id behavior." + "reason": "Both involve loading, but one is a missing `embed_tokens.weight` in UMT5 and the other is a Qwen3.5 MoE `from_pretrained` regression." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Cache update decoration and Python version compatibility are unrelated issues." + "reason": "A sorted-state-dict loading error and a missing `deepstack_visual_indexes` config field are different failure modes." }, { - "left": "issue:42490", - "right": "issue:44075", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Local-files-only path handling is unrelated to SGD argument handling." + "reason": "Compiled-Python import errors and the Python 3.13 `@torch.jit.script` indentation parsing issue are not the same bug." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Not the same bug: UMT5Encoder embed_tokens.weight omission is a different failure than Qwen3.5 MoE from_pretrained errors." + "reason": "Both mention slow import paths, but one is specifically about removing `import *` usage while the other is a general import-sometimes-slow report." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "CLIP attentions regression and patchtsmixer post_init eligibility are different model-specific bugs." + "reason": "A flaky integration test due to missing seeds is unrelated to xdist races on `captured_info.txt`." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Tensor-parallel training bug and tp-related OOM on model load are different failures." + "reason": "Missing config attributes and wrong optimizer states on nonzero ranks are unrelated." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer loading regression are unrelated issues." + "reason": "Python 3.14 load failures and `PretrainedConfig` type-checking breakage in v5.4.0 are different regressions." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Sorted state_dict load error is unrelated to max_shard_size default behavior." + "reason": "A model-load error from sorted state dicts is unrelated to the `max_shard_size` question." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Attention-output regression and float16 AMP crash are different bugs." + "reason": "A missing attentions assignment in CLIPOutput and an AMP/CUDA crash in LwDetrImageLoss are different subsystems and bugs." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "The DSA indexer ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIP attentions regression does not match Qwen3.5 flash-attention generation failure." + "reason": "Missing CLIP attentions and Qwen3.5 flash-attention generation failures are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ test seeding flakiness is unrelated to Phi-4 multimodal model-loading failure." + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading failure do not share a code-path." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "CI flakiness in a model test and a stale device-override test are different problems." + "reason": "A missing `set_seed()` in tests is unrelated to the GraniteSpeech stale device-override failure." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Captured-info race and removed-config references are distinct CI issues." + "reason": "Test flakiness and broken `auto_mappings.py` references are different issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only API requests and AddedToken argument duplication are unrelated." + "reason": "`local_files_only=True` still causing network requests and the `AddedToken(..., special=...)` argument conflict are distinct tokenizer/loading bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading and checkpoint reload after upgrade are both load-related, but the packet does not show the same concrete bug." + "reason": "Tokenizer loading in v5 and reloading old checkpoints after upgrading are related in theme but not the same concrete defect." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env CLI behavior and AttentionInterface.register behavior change are different features." + "reason": "A broken `transformers env` command and changed `AttentionInterface.register` behavior are separate API/CLI regressions." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43931", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 loading, but they describe different symptoms: weight-shape mismatch vs `from_pretrained` error in v5.4+." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen3.5 regressions, but one is incorrect saved checkpoint keys and the other is incorrect visual encoder keys; they are not clearly the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "A missing config field dropped by strict validation is different from the Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to a model implementation divergence." + }, + { + "left": "issue:45561", + "right": "issue:46132", + "accept": false, + "reason": "A pytest-xdist file race and altered attention registration behavior do not match." + }, + { + "left": "issue:44242", + "right": "issue:43576", + "accept": false, + "reason": "Load-balancing loss computation and the `transformers env` command are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different missing attributes/loading failures; not the same underlying issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs and OOM during TP loading of Qwen2-57B are not the same failure mode." + }, + { + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Int4 CUDA memory regression is unrelated to checkpoint reload failures after upgrade." + "reason": "Importing AutoModel without PyTorch and tokenizer-loading regression are different loader paths and symptoms." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the accepted soft-edge merges are not grounded in the packet. issue:43992 is \"UMT5Encoder.from_pretrained misses embed_tokens.weight,\" while issue:45310 and issue:45478 are Qwen3.5 MoE from_pretrained errors; the packet does not support treating 43992 as the same bug as either of those. The rest of the verdicts are generally conservative, and the cluster summary is plausible, but these accepted pairings overstate evidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14686,13 +14678,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 47, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:30333", "issue:30990", @@ -14724,6 +14716,7 @@ "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", "issue:44492", "issue:44556", @@ -14734,21 +14727,21 @@ "issue:45071", "issue:45125", "issue:45341", - "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:45850", "issue:46143", - "issue:46144" + "issue:46144", + "issue:46178" ], "soft_pairs": [ "issue:42890|issue:45341", - "issue:42548|issue:44351", + "issue:44387|issue:44556", "issue:44222|issue:45125", "issue:43010|issue:43065", - "issue:44355|issue:44749", + "issue:42548|issue:44351", "issue:43502|issue:44485", + "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:43010|issue:43232", @@ -14760,8 +14753,8 @@ "issue:44315|issue:44360", "issue:43502|issue:44961", "issue:30333|issue:36296", - "issue:44355|issue:45071", "issue:43827|issue:44961", + "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:42757|issue:43576", @@ -14769,269 +14762,274 @@ "issue:43576|issue:45071", "issue:33453|issue:36296", "issue:43576|issue:43824", - "issue:41628|issue:42548", "issue:31795|issue:38617", + "issue:41628|issue:42548", "issue:44961|issue:45468", + "issue:44355|issue:46178", "issue:38617|issue:43576", "issue:46143|issue:46144", "issue:44908|issue:44961", "issue:44485|issue:44961", "issue:43673|issue:44492", "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", - "issue:45362|issue:45850" + "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "d77ad5e89078983e727462da05c7e855d10ef4e411d1999ca4abc0412ea6571b", + "prepared_review_unit_hash": "6f5c13a439293e739239478fdd1d5992a4153e1de086364fbf0aece097600eeb", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 38, - "serialized_chars": 37818, - "estimated_input_tokens": 9455, - "estimated_eval_tokens": 19166 + "serialized_chars": 37920, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import errors, model-loading issues, and docs/test bugs. I do not see any soft pair that is convincingly the same underlying defect, so I would not merge any of these issues as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "If a single anchor is needed, #45850 is the broadest umbrella issue for the v5 breakage theme, but the cluster is too heterogeneous for a true duplicate canonical.", + "summary": "This cluster is noisy and mixed: most items are separate Transformers import/load/version-regression bugs, with a few loose subthemes around v5 breakages and Qwen3.5 MoE. I would not merge any of the soft-edge pairs as true duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "issue:33453 is the broadest representative of the recurring loading/import regression theme in this cluster, without being overly model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "#45850 is the most general and central issue in the set, so it is the best umbrella candidate even though it is not a strong duplicate match for the rest.", + "best_issue_reason": "issue:33453 is the most generic user-facing load-regression report here, so it is the least misleading anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Different bugs: seed instability in a SAM HQ test vs a utility bug in testing_utils.py." + "reason": "Both are test-related, but one is seed flakiness in SamHQ integration and the other is a testing_utils bug; different failures." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Different missing symbols/import paths: PreTrainedModel vs HybridCache." + "reason": "Both involve version regressions, but one is int4 OOM/memory pressure and the other is checkpoint reload compatibility after upgrading." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different FP8/serialization bug vs tensor-parallel `_tp_plan` loading bug." + "reason": "Both mention MoE/FP8/tensor-parallel areas, but one is FP8 save_pretrained and the other is missing _tp_plan for loading; different code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache `update()` no_grad concern is unrelated to the dummy Conv2d in Sam3PixelDecoder." + "reason": "Unrelated subsystems: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Compiled Python file errors and a data-filtering slowdown are unrelated." + "reason": "Both are import errors, but for different symbols and different breakages." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline/local-files-only request leakage is unrelated to GLM-5 RoPE implementation." + "reason": "One is a local_files_only network leak; the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms: compiled Python file errors versus a post-upgrade data-processing slowdown." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel `_tp_plan` and the other is a broader from_pretrained failure; not clearly the same defect." + "reason": "Same model family, but one is a tensor-parallel _tp_plan issue and the other is a general from_pretrained failure; not the same concrete bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow failure reporting and tokenizer loading regression are different code paths." + "reason": "Training-job MLflow reporting and tokenizer loading regression are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "`no_grad` decoration for cache update is not the same as the generation/sync_gpus kwargs issue." + "reason": "Both touch generation/cache code, but the bugs are different: no_grad decoration vs sync_gpus model-kwargs handling." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan bug and missing vision config field are different model/config issues." + "reason": "Both are Qwen3.5 MoE-related, but one is tensor parallelism and the other is a missing vision config field." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang in Sentence Transformers is unrelated to a documentation wording issue." + "reason": "SentenceTransformers loading hang and model.forward docs confusion are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained on MoE models." + "reason": "local_files_only API leak and FP8 save_pretrained are different bugs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading-related, but they concern different versions/models and different failure modes." + "reason": "Both are loading regressions after version changes, but they affect different models and likely different serialization paths." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy drift and a missing image-patch helper are separate problems." + "reason": "Accuracy in FineGrainedFP8 and a missing image-patch helper are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel/model_init behavior is unrelated to the DSA ReLU discussion." + "reason": "Liger Kernel application and a DSA indexer activation omission are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only API leakage and a one-word issue are unrelated." + "reason": "No overlap beyond being generic bug reports." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training." + "reason": "MLflow reporting and tensor parallel training are different problems." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Compiled Python file execution errors and PretrainedConfig type checking are unrelated." + "reason": "Docs referencing removed pipeline() APIs do not match the unrelated racoon issue." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Docs still referencing pipeline() and a placeholder issue are unrelated." + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are distinct." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors and inability to save Pipeline objects are different issues." + "reason": "Different failures: compiled Python files versus save_pretrained on Pipeline objects." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 vision model loading breakage are distinct." + "reason": "Tokenizers loading regression and Llama 3.2 vision model loading breakage are separate." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing `is_offline_mode` and the `transformers env` CLI failure are related at most by version churn, not the same concrete bug." + "reason": "Different broken import/CLI surfaces: huggingface_hub export vs transformers env command." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 MoE save_pretrained and FP8 inference support are different requests/failures." + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not one bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken CLI env command and PretrainedConfig type checking are unrelated." + "reason": "A broken env command and PretrainedConfig type-checking are different regressions." }, { - "left": "issue:43824", - "right": "issue:44961", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Qwen2.5-VL import failure and the placeholder issue are unrelated." + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`)." + "reason": "Env command breakage does not match the Qwen2_5_VL import error." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion and an import error for `layer_type_validation` are not the same bug." + "reason": "Docs confusion around forward arguments and an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor versus PreTrainedModel." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + "reason": "The racoon placeholder issue is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-file errors and a backend mapping ValueError are different code paths." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Import error for `layer_type_validation` is not the same as the broken env command." + "reason": "ImportError for layer_type_validation and a broken env command are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface usage; not the same concrete defect." + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and a placeholder issue are unrelated." + "reason": "Scheduler kwarg handling and the racoon issue are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." + "reason": "GLM-5 RoPE discussion and the racoon issue are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "GenerationMixin cache-missing behavior and a cache-strategy typo are different issues." + "reason": "Generation cache missing in chunked prefill and a cache-strategy typo are different issues." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:44355", - "accept": false, - "reason": "Importing `AutoImageProcessor` and compiled-file execution errors are unrelated." + "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different code paths." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Qwen3.5 chat crash is a specific model bug; #45850 is a broad meta issue about many v5 breakages, not the same defect." + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." } ] }, @@ -15047,13 +15045,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 48, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:31795", "issue:33453", @@ -15095,8 +15093,8 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", "issue:45542", @@ -15105,10 +15103,11 @@ "issue:46095" ], "soft_pairs": [ + "issue:45362|issue:45850", "issue:44623|issue:45230", "issue:44273|issue:45542", - "issue:44273|issue:45003", "issue:44038|issue:45125", + "issue:44273|issue:45003", "issue:44393|issue:45071", "issue:44230|issue:46095", "issue:44393|issue:45753", @@ -15142,175 +15141,186 @@ "issue:44315|issue:44829", "issue:43576|issue:44273", "issue:44360|issue:45468", - "issue:44655|issue:44861", - "issue:45230|issue:45310" + "issue:44655|issue:44861" ], - "prepared_review_unit_hash": "a5464ac8b45fa8ec5eacbec5038d45724344def9fcabc9fba2ca76df419c82ce", + "prepared_review_unit_hash": "f580c72f94649c3c341fbfe545185e43bfa6816e94400a6b0a4a14ba3e59185f", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38845, - "estimated_input_tokens": 9712, - "estimated_eval_tokens": 19680 + "serialized_chars": 38837, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 }, "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, with only a loose common theme of Transformers v5 regressions and loading/import breakages. I found no pair that clearly describes the exact same underlying bug/change.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the best umbrella representative: it is a broad, concrete regression report about upgrading from 4.57.0 to 5.5.0 and getting many import errors, which matches the cluster\u2019s overall v5 breakage theme better than the more generic or highly specific issues.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regression reports across different models and APIs; the soft edges are mostly theme-level similarity rather than true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is broad, version-regression focused, and overlaps with several other v5 breakage reports without being tied to one narrow model or API.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest high-level scope and is the most representative of the repeated upgrade/regression complaints in this set.", + "best_issue_reason": "issue:45278 is the most useful anchor for triage because it is concrete enough to identify the failure mode (post-upgrade import/regression breakage) while still capturing the cluster\u2019s shared v5 migration theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are general v5 complaints, but one is a specific Qwen3.5 chat crash and the other is a broad \u201cmany models break\u201d report; different symptom and scope." + }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "44623 is a specific processor.save_pretrained missing-files bug; 45230 is just a generic bug report with no evidence it targets the same failure." + "reason": "One is about processor.save_pretrained missing files; the other is an unspecified bug report with no evidence of the same code path." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "One is a lazy-loading correctness problem; the other is a TensorFlow/tensorboard backend error. Different code paths and symptoms." + "reason": "Lazy loading behavior and a TensorFlow-backend error are unrelated failure modes." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Both touch import/loading behavior, but 44273 is about lazy loading not working while 45003 is about unsafe sys.modules access; not the same concrete bug." + "reason": "Different model families and different problems: Qwen3-VL-Moe bug versus missing tensor-parallel plan." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Same general model family, but one is a broad Qwen3-VL-Moe bug and the other is a missing tensor-parallel plan attribute. Different fixes." + "reason": "Both touch import/loading mechanics, but one is lazy-loading correctness and the other is unsafe sys.modules access; not enough to be the same bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox/output issues are unrelated to a PretrainedConfig type-checking regression." + "reason": "A Qwen3-VL bounding-box output issue is not the same as a PretrainedConfig type-checking regression." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeekV4 weight-conversion question." + "reason": "FP8 inference support and a DeepSeek weight-conversion question are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-related, but one is bbox output corruption and the other is an infinite loop on a specific image; not the same underlying bug." + "reason": "Both involve Qwen3-VL, but one is a 2D box output problem and the other is an infinite-loop case on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one breaks the transformers env command and the other breaks checkpoint reload after upgrade. Different failures." + "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload after upgrade; different code paths." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad 'too many models break in v5' complaint." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad \u201cmany models break\u201d complaint." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star slowdowns and a missing GenerationMixin cache in chunked_prefill are unrelated issues." + "reason": "Import-* performance problems and a missing GenerationMixin cache in chunked_prefill are unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve v5 compatibility, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2. Not the same bug." + "reason": "Both concern v5 incompatibilities, but one is generic checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility; not clearly the same concrete bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx loss is a model-specific config regression, not the same as a broad v5 breakage report." + "reason": "A StableLmConfig pad_token issue is a specific config regression, not the same broad v5 breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is too specific and unrelated to the broad model-breakage complaint." + "reason": "A cache-strategy typo is not the same as a general \u201ctoo many models break\u201d issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad upgrade complaints, but one is specifically about import errors and the other about too many models breaking; similar theme, not the same underlying issue." + "reason": "Same general v5 regression theme, but one is a concrete import/regression report and the other is a vague umbrella complaint; not the same bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy loading malfunction are related only at a high level; they are not the same concrete defect." + "reason": "Import time being slow is a performance issue; lazy loading not working is a correctness issue." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and ignored lr_scheduler_kwargs are unrelated." + "reason": "Missing set_seed in tests and a scheduler kwarg being ignored are unrelated test vs scheduler issues." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs propagation and scheduler kwargs handling are different API surfaces and bugs." + "reason": "AutoProcessor cached_file kwargs handling and inverse_sqrt scheduler kwargs handling are different APIs and code paths." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type warning for sam3_* and Liger Kernel not applied with model_init are unrelated." + "reason": "A model-type mismatch warning and Liger Kernel not applied with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox output errors are unrelated." + "reason": "Python-version compatibility and Qwen3-VL bounding-box generation are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support in NemotronH vs Qwen3-VL output issues are different code paths." + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to Qwen3-VL output errors." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a concrete serialization bug; 45230 is too generic to match." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as an unspecified bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env CLI breakage and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "transformers env command breakage and scheduler kwargs ignored are different features." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access failure does not match the generic bug report." + "reason": "position_ids buffer access and an unspecific bug report do not indicate the same issue." }, { "left": "issue:44908", @@ -15322,85 +15332,79 @@ "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance regression and missing HybridCache export are different import-related bugs." + "reason": "Import-* slowdown and cannot import HybridCache are both import-related, but one is performance and the other is a missing symbol/export issue." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "A slow import regression and a small testing_utils bug are not the same issue." + "reason": "Import-* slowdown and a testing_utils bug are unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache strategy typo and pipeline-parallelism output errors are unrelated." + "reason": "A cache-strategy typo is not the same as incorrect LLM output under pipeline parallelism." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing image-patch helper in one processor is too specific to be the same as a broad v5 breakage report." + "reason": "Missing get_number_of_image_patches in Glm46V is a specific multimodal processor bug, not a broad v5 regression complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination/error and Qwen3.5-Moe from_pretrained failure are different bugs." + "reason": "Both are Qwen-related, but one is a bounding-box output issue and the other is a from_pretrained error for Qwen3.5 MoE; different failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight-key AttributeError are separate model-loading issues." + "reason": "Optional post_init on patchtsmixer and _tied_weights_keys list handling are different code paths." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star slowdown and scheduler kwargs handling do not describe the same bug." + "reason": "Import-* slowdown and scheduler kwargs ignored are not the same bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around forward args and tokenizer loading regression are unrelated." + "reason": "Documentation confusion around forward args and a tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training under flash_attention_3 are different concrete problems." + "reason": "Liger Kernel application via model_init and flash_attention_3 causing degenerate training are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "A broken env command and lazy-loading malfunction are different symptoms and likely different fixes." + "reason": "Broken env command and broken lazy loading are both v5 behavior complaints, but they affect different subsystems and failure modes." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are different serialization/model-loading bugs." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5-Moe from_pretrained regression; no evidence they are the same issue." + "reason": "Saving Pipeline objects and _tied_weights_keys being a list are unrelated save/load vs weight-tie internals." } ] }, @@ -15416,13 +15420,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 49, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-426", + "cluster_id": "cluster-10000-427", "nodes": [ "issue:30333", "issue:31515", @@ -15431,7 +15435,6 @@ "issue:34689", "issue:36296", "issue:37428", - "issue:37934", "issue:38617", "issue:41669", "issue:42371", @@ -15463,6 +15466,7 @@ "issue:44908", "issue:44998", "issue:45092", + "issue:45230", "issue:45290", "issue:45310", "issue:45341", @@ -15474,6 +15478,7 @@ "issue:46172" ], "soft_pairs": [ + "issue:45230|issue:45310", "issue:46018|issue:46172", "issue:44273|issue:44908", "issue:43519|issue:44485", @@ -15518,320 +15523,383 @@ "issue:42936|issue:46144", "issue:42936|issue:43813", "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "e851ffd5df1e8179b16c83ac8695695fc89847d6112ada97b8b9e8f892c2d876", + "prepared_review_unit_hash": "0002cfd7da7225bb6a3cff6cb05791323d8cca0e79e6f5be9a9d3e073d07a3d1", "component_budget": { - "node_count": 426, - "item_count": 426, - "soft_pair_count": 1571, - "serialized_chars": 813804, - "estimated_input_tokens": 203451, - "estimated_eval_tokens": 407158 + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 40969, - "estimated_input_tokens": 10243, - "estimated_eval_tokens": 20742 + "soft_pair_count": 46, + "serialized_chars": 40652, + "estimated_input_tokens": 10163, + "estimated_eval_tokens": 20582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy similarity cluster, mostly mixing assorted Transformers v5/model-loading regressions with unrelated tokenizer, scheduler, vision, and docs issues. The broadest shared theme is version-5 compatibility breakage, but none of the soft pairs are true duplicates or mergeable PR-equivalents.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45850 is the best umbrella issue because it is the only broadly scoped report capturing the shared theme of Transformers 5.0 breaking many models, while the others are narrower, model-specific, or unrelated subsystem bugs.", + "summary": "Noisy cluster with one dominant theme: Transformers v5-era model/tokenizer loading regressions and compatibility breakages. The items are mostly distinct bugs, docs, or model-specific edge cases, so the soft pairs should not be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the shared theme of many models breaking after the v5 changes.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the most representative cluster anchor: it generalizes the common v5 regression pattern better than the specific loading/config/tokenizer bugs elsewhere in the set.", + "best_issue_reason": "issue:45310 is the clearest concrete loading regression in the cluster, with a specific versioned from_pretrained failure that is easier to anchor on than the broader complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same failure mode." + }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek-v4 symptoms: shared expert gating vs a tensor transpose bug." + "reason": "Both are deepseek-v4 related, but one is about shared expert gating and the other about a dtype/transpose bug; different code-path issues." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading behavior and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp parsing and GLM-5 RoPE implementation are different bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler kwargs handling." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion and Llama 3.2 model-loading regression are not the same issue." + "reason": "Documentation confusion for forward args vs a model-loading regression; not the same issue." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance cleanup is unrelated to a VRAM leak in multi-threaded inference." + "reason": "Import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM; different changes." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs wording for forward args and a missing internal flash-attn import are different problems." + "reason": "Forward doc wording vs flash-attention import error; no shared code path." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application with model_init and InternVL2 meta-initialization incompatibility are separate integration bugs." + "reason": "Liger kernel application in model_init and remote-code/meta-init incompatibility are different model setup bugs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding affect different models and code paths." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + "reason": "VRAM leak under multi-threaded dataloaders vs RoPE math bug; unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and a DeepSeek-V4 weight-conversion question are not duplicates." + "reason": "Continuous batching audio support request vs a DeepSeek-V4 weight conversion question." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation in a processor are different failures." + "reason": "local_files_only network access bug vs Qwen3VL timestamp calculation; different behaviors." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings and a Qwen3 memory leak do not match." + "reason": "TF32 settings guidance vs VRAM leak; not duplicates." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and processor.save_pretrained missing files are different processor bugs." + "reason": "Processor timestamp calculation vs processor.save_pretrained missing files; different processor bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and VRAM leakage are unrelated." + "reason": "Timestamp math and multi-thread VRAM leak are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU-offload device mismatch and Gemma-4 audio positional encoding are different model paths." + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 positional encoding; different models and failures." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling and Gemma-4 audio positional encoding are unrelated." + "reason": "torch.split return values bug vs Gemma-4 positional encoding issue." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA RMS-eps precision discussion is not the same as Gemma-4 audio encoding." + "reason": "MLA q_a_layernorm rms_norm_eps precision issue vs Gemma-4 audio positional encoding; different bug." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Tokenizer v4/v5 behavior differences and wrong decoder type are both tokenizer-related but distinct bugs with different fixes." + "reason": "Both involve tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder type mismatch; not enough to merge." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled 'Unemployment'." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated placeholder issue are not the same bug." + "reason": "Cache-strategy typo vs unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash and chat template tool-call crash affect different code paths." + "reason": "Tied-weight key handling crash vs chat template tool-call crash; different code paths." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are not duplicates." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue text is not a real report about Transformers 5.0 breakages." + "reason": "Placeholder issue vs broad Transformers-v5 breakage complaint; not a real duplicate pair." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Placeholder issue and a testing_utils bug are unrelated." + "reason": "Placeholder issue vs a testing_utils bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and tied-weight-key crashes are different configuration/model bugs." + "reason": "Llama4Config pad_token_id missing vs tied-weight key crash; unrelated config/model issues." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weight-key crashes are unrelated." + "reason": "StableLmConfig pad_token_idx missing vs tied-weight key handling; different config failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing configuration_utils import are not the same bug." + "reason": "Slow from_pretrained checkpoint loading vs an ImportError for configuration_utils; not the same bug." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor save files are unrelated." + "reason": "fp8 support request vs processor.save_pretrained missing files; different topics." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job status reporting and slow from_pretrained checkpoint loading are different issues." + "reason": "MLflow job-status reporting vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs are separate topics." + "reason": "Slow checkpoint loading vs tensor-parallel training bug; different areas." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Model load performance and forward-signature documentation do not describe the same defect." + "reason": "Loading slowdown vs documentation confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are not the same change." + "reason": "fp8 inference support request vs a from_pretrained loading error; not the same issue." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer-loading regression are different load-path problems." + "reason": "General checkpoint load slowness vs tokenizer loading regression; both loading-related but different failures." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are unrelated feature areas." + "reason": "Audio continuous batching support vs qwen3-vl-fp8 support; separate feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated model implementations." + "reason": "init_weights usage in Mamba vs RoFormer attention interface; different model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are different model bugs." + "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared expert gating; unrelated model-specific issues." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint correctness and tokenizer regex warning behavior are unrelated." + "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning after 4.57.3; different areas." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss kwargs propagation are different training bugs." + "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; not the same code path." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention interface usage are unrelated." + "reason": "Loss-function kwargs propagation vs RoFormer attention implementation; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." + "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value and RoFormer attention interface bugs do not share a code path." + "reason": "Mask2Former ignore_value bug vs RoFormer attention interface issue; different subsystems." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to the quantization typo." + "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation naming; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and config type-hint correction are not the same issue." + "reason": "Loss kwargs propagation vs config type-hint issue; different layers." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and quantization typo are different, unrelated fixes." - }, + "reason": "ModernBERT type hint mismatch vs quantization-operation typo; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43668" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7eda760011a00e52f5194029e60cb55f2be571c9831d452a51316005d8a1c065", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2312, + "estimated_input_tokens": 578, + "estimated_eval_tokens": 1412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are three separate model/config issues affecting different code paths; they do not look like duplicates. The Mask2Former ignore_value report is the most concrete and actionable item in the set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #42936 is the clearest standalone bug report: it names a specific model, a specific unused parameter (`ignore_value`), and an obvious fix path. The other two are different concerns in different components.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm question and ModernBERT type-hint issue are unrelated model-specific concerns." + "reason": "Different models and different problems: one questions whether a normalization layer is RMSNorm, the other reports an incorrect type hint on `norm_eps`. No shared bug path." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value bug and ModernBERT type-hint issue are unrelated." + "reason": "Mask2Former `ignore_value` usage and ModernBERT `norm_eps` typing are unrelated issues in separate modules; they would not be fixed by one change." } ] }, @@ -15850,8 +15918,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -15864,52 +15932,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "ecc5c441706e5a9bac00c2a9e2e6ed5acb96f40a24c1e5a3ed8adcc419812bc4", + "prepared_review_unit_hash": "683f91ca1b32065c453a502ecad4db58025f348fed2a2baaa81354ee9b9173fa", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "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": "All three issues are about different features/topics: token truncation behavior, ReduceLROnPlateau-like training logic, and Wav2Vec2 word time offsets. They are not duplicates of the same underlying bug or change.", + "summary": "The three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #10519 is the clearest self-contained feature request, but it is not a duplicate/canonical target for the others.", + "best_issue_reason": "10519 is the clearest and most concrete standalone request, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: truncation strategy vs. Wav2Vec2 word boundary offsets. No shared code path or concrete overlap." + "reason": "Different features in different areas: truncation strategy vs. extracting word start/end offsets from Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: sequence truncation behavior vs. scheduler-like training control. Similar wording only, not the same bug/change." + "reason": "Tokenizer truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Completely different features: learning-rate scheduler behavior vs. speech model time offsets. No plausible duplicate relationship." + "reason": "No shared code path or concrete bug: learning-rate scheduling vs. Wav2Vec2 timing offsets." } ] }, @@ -15928,8 +15996,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15941,12 +16009,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "c844e731f4dd665315b8f75e9aa9c463f0707f96b01778ce85d5826e4f407878", + "prepared_review_unit_hash": "7af7b406f16d8e6620d408c0c6be4717354456e0810feccf7de9642a00438969", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15954,7 +16022,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15963,24 +16031,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One issue is unrelated tokenization behavior, while the other two are both model-loading failures but appear to target different failure modes rather than the same concrete bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #16618 is the broadest and most central model-loading report in the cluster, so it is the best representative of the loading-failure theme.", + "summary": "These issues are only loosely related by theme (model/tokenizer loading and Hugging Face behavior), but they describe different problems: tokenizer mismatch, private-model auth messaging, and a generic model-loading failure. No soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding report in the set, with the strongest discussion activity and a direct user-facing model-loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 best captures the shared model-loading symptom; #15980 is narrower and focused on a bad auth/error-message path, and #13244 is unrelated.", + "best_issue_reason": "#16618 is the best representative issue because it captures the core user impact most directly and is the most general of the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization differences in TAPAS vs. a model-load failure are different bugs in different code paths." + "reason": "Different underlying problems: tokenization behavior vs. model loading failure. They are related only at a high subsystem level." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model loading, but #15980 is specifically about private-model login/error handling, while #16618 is a generic inability to load 'bert-base-uncased'; not clearly the same underlying bug." + "reason": "#15980 is specifically about the error message for unauthenticated private-model downloads, not the same bug as failing to load 'bert-base-uncased'." } ] }, @@ -15999,8 +16067,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16010,40 +16078,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "d7f96afad994a04dedda35e173755ada1dd5f2e09a0fedd7a875873cd12cfffe", + "prepared_review_unit_hash": "deccf97fac43f88b3bce2c79e66d743fc054665489cdf4486b3b3124a8cb59e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They are both broad architecture-support requests, but not the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #26350 is the better canonical issue because it is older and appears to be the earlier open community-tracking thread, but it is only canonical for its own feature area, not for the pair.", + "summary": "These are two separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs. GGUF support. They share only a broad pattern (\u201csupport for more architectures\u201d), not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 33260 is the broader, more current request and has more inbound references, so it is the better representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#26350 is the stronger issue candidate by age and discussion activity, but #33260 is equally valid as a separate tracker for a different feature request.", + "best_issue_reason": "Issue 33260 is the stronger cluster representative because it is more recent, broader in scope, and has external references indicating more interest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and code paths: Flash Attention 2 support for more architectures versus GGUF support for more architectures. Similar framing as community contributions is not enough to treat them as duplicates." + "reason": "Different concrete requests: Flash Attention 2 support vs. GGUF support. Same general theme, but not the same bug or change and not mergeable as one issue." } ] }, @@ -16062,8 +16130,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-6", "nodes": [ @@ -16091,12 +16159,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "f16fbed2cd573279a698a7c35051a0b971b06d85153c38f871de40c5aeadf51f", + "prepared_review_unit_hash": "7d977b86cf86c9ac5df485698254f767883c21c2280563def0945950980a0ecb", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8791, + "serialized_chars": 8792, "estimated_input_tokens": 2198, "estimated_eval_tokens": 4652 }, @@ -16104,7 +16172,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8791, + "serialized_chars": 8792, "estimated_input_tokens": 2198, "estimated_eval_tokens": 4652 }, @@ -16113,102 +16181,102 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are translation-request issues for different languages plus near-identical template-placeholder issues. They share a common documentation-translation pattern, but they are not duplicates of the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are all docs-translation request issues, but they appear to be separate language-specific tickets or generic template placeholders rather than true duplicates. The similarity is largely templated wording, not the same underlying request.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 27088 is the clearest concrete example: it names a specific language and has a normal, non-placeholder title. The others are either different languages or generic template-style issues, so they are not the same issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43834 is the best representative of the shared template because it is the generic placeholder form of the docs-translation request, but it is still not a duplicate of the language-specific issues.", + "best_issue_reason": "27088 is the best representative of the cluster because it is specific and actionable, while the others are either unrelated language requests or placeholder-form titles.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request instances; one is Turkish and the other is a generic placeholder template, so they are not the same underlying issue." + "reason": "Different translation request; one is Turkish and the other is a generic placeholder-style issue, so they are not the same underlying ticket." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific request vs. generic placeholder; only the template is shared." + "reason": "Different request and not clearly the same language or change; the title similarity is only from the shared template." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish docs translation request and a generic placeholder issue are not the same concrete issue." + "reason": "Different translation request; the placeholder title does not establish the same underlying issue as the Turkish ticket." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian), so these are separate translation requests, not duplicates." + "reason": "Turkish vs Romanian translation requests are distinct issues, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish); same topic, but distinct issues." + "reason": "Turkish vs Spanish translation requests are separate language-specific tickets, not the same issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request and a placeholder template are not the same underlying issue." + "reason": "Spanish request vs generic placeholder ticket; similarity comes from the template, not the same underlying request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request vs. generic placeholder; shared template only." + "reason": "These do not identify the same language or change; likely separate translation requests." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian), so not duplicates." + "reason": "Spanish and Romanian translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request and a generic placeholder issue are distinct items." + "reason": "Generic placeholder-style issue is not enough to treat it as the same as the Spanish translation request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request vs. placeholder template; not the same issue." + "reason": "Romanian request is distinct from a generic template issue; no evidence of the same underlying ticket." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request and a generic placeholder template are not duplicates." + "reason": "Romanian translation request is not the same as another placeholder-form issue without language evidence." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs. generic placeholder; only the translation-request template matches." + "reason": "These are template-similar but not demonstrably the same translation request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder-style translation issues, but they are separate issue instances rather than one concrete bug/change." + "reason": "Both look like placeholder-form issues, but there is no evidence they represent the same language request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical placeholder template, but not the same underlying request." + "reason": "Same template wording is not enough to conclude the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Two placeholder template issues; same form, but not a single duplicate report." + "reason": "Placeholder-style titles only show shared structure, not the same concrete translation task." } ] }, @@ -16227,8 +16295,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16287,142 +16355,142 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "121b167e370e3a0fe54c4c2373a23a6cf72bc855aa51d94d41c2eb239b63991a", + "prepared_review_unit_hash": "76f0171434f47504d8977e1c1019d029f26a79ac8c4234950e43f6bf878eda6a", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21652, + "estimated_input_tokens": 5413, + "estimated_eval_tokens": 11082 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21652, + "estimated_input_tokens": 5413, + "estimated_eval_tokens": 11082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are all broad model-request issues, but they do not describe the same underlying bug or change. The similarities are mostly topical (\"add model support\"), not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These are mostly broad model-request issues, but they point to different model families and sometimes different modalities (ASR, TTS, OCR, vision-language, etc.). No pair looks like the same underlying change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43671 is the most central representative of the request-style cluster, but only as an anchor for triage; the set is too heterogeneous to treat it as a true duplicate bucket.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the strongest representative because it is a concrete, active request with notable discussion activity, but it should still be treated as distinct from the other model requests.", + "best_issue_reason": "issue:43671 is the best single representative because it is a clear, discussion-active model support request and sits near the center of the soft-similarity graph, even though the related issues are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert vs DEIMv2. Same broad theme, but not the same model or code change." + "reason": "Different requested models (EuroBert config vs DEIMv2); same broad category only, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different architectures and tasks." + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model integrations." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are completely different models and use cases." + "reason": "Separate model requests for EuroBert and RF-DETR; no shared code-path bug/change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models; not the same underlying request." + "reason": "RF-DETR and DEIMv2 are distinct model additions, not one duplicate request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detection model, while LFM2.5 Audio 1.5B is an audio model request." + "reason": "RF-DETR model support and LFM2.5 Audio support are different model families and integration paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI Weight-Sparse Transformer target different model families and code paths." + "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated; one is object detection, the other speech recognition." + "reason": "RF-DETR and Qwen3-ASR are different models and different implementation targets." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different tasks and model implementations." + "reason": "RF-DETR vision-model support is not the same change as Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests; only the same generic \"add support\" pattern is shared." + "reason": "NeoBERT and Qwen3-ASR are distinct model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are different architectures with different integration work." + "reason": "NeoBERT support and sparse-transformer support are different code changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model request, while LFM2.5 Audio 1.5B is an audio model request." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions with no shared concrete bug or patch." + "reason": "RF-DETR and NeoBERT are separate model support requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct BERT-style model requests, not the same model or implementation." + "reason": "NeoBERT and ModernVBERT are different models, not the same fix." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + "reason": "MiniCPM3 architecture work is not the same as Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are different architectures and not the same code-path change." + "reason": "MiniCPM3 and the sparse-transformer request target different model types." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests, not duplicates." + "reason": "MiniCPM3 architecture and ModernVBERT models are separate additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS target different model families and modalities." + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model integrations." }, { "left": "issue:42503", @@ -16434,103 +16502,103 @@ "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same model or change." + "reason": "ModernVBERT and Qwen3-TTS are separate support requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and the generic BERT-like RoPE request are related only by theme, not by a specific duplicate fix." + "reason": "ModernVBERT and BERT-like RoPE handling are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic BERT-like RoPE request and Voxtral TTS support are unrelated." + "reason": "RoPE-related BERT-like models and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR are different modalities with separate implementations; same family, not same change." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different modalities and likely separate integrations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-4B-TTS support are different model requests, even though both are speech-related." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific changes." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated capabilities and model code paths." + "reason": "TTS support and DeepSeek-OCR2 support are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated model additions." + "reason": "Audio TTS support and sparse-transformer support are not the same underlying change." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related, but they are different model requests and not the same fix." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation work." }, { "left": "issue:43837", - "right": "issue:44205", - "accept": false, - "reason": "Qwen3-ASR and SAM3-LiteText are different tasks and model integrations." - }, - { - "left": "issue:44121", - "right": "issue:45322", + "right": "issue:43909", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are distinct model requests with no shared concrete patch." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model families and use cases." + "reason": "ASR support and EUPE vision-language encoder support are unrelated." }, { - "left": "issue:45322", - "right": "issue:46133", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are different architectures/papers and not the same change." + "reason": "Qwen3-ASR support and sparse-transformer support do not share the same code path." }, { - "left": "issue:43837", - "right": "issue:43909", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model support requests, not duplicates." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Speech recognition support and a sparse-transformer model request are unrelated." + "reason": "Sparse-transformer work and EUPE support are separate changes." }, { "left": "issue:43837", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate modalities and different model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different models and different tasks." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different model families and tasks." + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", "accept": false, - "reason": "LFM2.5 Audio is an audio model request, while SAM3-LiteText is a segmentation/text-related request." + "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are still distinct model requests and not the same change." } ] }, @@ -16549,8 +16617,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16560,12 +16628,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "1e07463b0c45a1ac2a897eb2282b801eb6ea33f06e698fb4a0431d57e876b4fe", + "prepared_review_unit_hash": "953bfe76bf03bf54c147a838f37222fb423514f42dcf0fa2b482c4436ed9a47d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16573,7 +16641,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16582,18 +16650,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about block decoding behavior, the other requests support for DeepSeek v3.2. No duplicate cluster here.", - "confidence": 0.97, + "summary": "The two issues are unrelated: one is about block decoding, the other about DeepSeek v3.2 model support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue 43037 is the more specific and self-contained request, so it is the better representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and implied scopes do not match: block decoding is a low-level decoding behavior issue, while DeepSeek v3.2 support is a model-compatibility request. They do not appear to describe the same underlying bug or change." + "reason": "Different problem areas and intents: block decoding vs. model support. No evidence they refer to the same bug or code change." } ] }, @@ -16612,8 +16680,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16623,7 +16691,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "6121320bf6993239ff9918d84eadfc7e9162ee12c9e1425158cc5031a10677cd", + "prepared_review_unit_hash": "6db3dbb8242898c73acf46fc1ba9cecceb00a7472f428a24be4c8faa8c82eca1", "component_budget": { "node_count": 2, "item_count": 2, @@ -16645,18 +16713,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues about Trainer extensibility/custom trainers, but they target different behaviors: column removal customizability vs FLOPS estimation. They are related in theme, not duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #43598 is the broader, more central Trainer customizability request and is the better representative of this cluster.", + "summary": "These two issues are thematically adjacent because both concern custom trainers and Trainer behavior, but they describe different bugs: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the most representative issue because it focuses on the core Trainer customization concern rather than a narrower FLOPS-estimation symptom.", + "best_issue_reason": "`issue:43598` is the better representative of the cluster theme because it directly targets Trainer customizability and the `remove_unused_column` behavior, which is the broader API concern tying the cluster together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but they concern different code paths and outcomes: `remove_unused_column` behavior versus FLOPS estimation. They are related, not the same underlying bug or change." + "reason": "Reject: the issues point to different underlying behaviors. `43598` concerns whether Trainer should let custom trainers control `remove_unused_column`; `43600` concerns FLOPS accounting/estimation for custom trainers. Same subsystem, but not the same bug." } ] }, @@ -16675,8 +16743,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16686,12 +16754,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "429e69995ba19e34da2f7c2541faf825dab3ae8a62b0e797d6013b2b216a9427", + "prepared_review_unit_hash": "53884ef994484163cfedf887ff1a69d24f08709e7956c8b8f39d092fe0da5dff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16699,7 +16767,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16708,18 +16776,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate feature requests, not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Different model families and different auto-class targets.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader request and names explicit auto-class registration changes, so it is the better representative issue for the cluster even though the two issues are not duplicates.", + "summary": "These issues are related to Qwen model support, but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not appear to be duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader and more central request, focused on adding Qwen3-Omni registration to core auto-model classes.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the most general/central item in the set; #44405 is a distinct, narrower support request for a different model family and task head.", + "best_issue_reason": "Issue #43684 is the best representative issue because it captures the broader auto-class registration gap rather than a single task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Reject: they target different functionality. #43684 is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while #44405 is about AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)." + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 AutoModelForSequenceClassification support. Same ecosystem, but not the same bug or change." } ] }, @@ -16738,8 +16806,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16756,7 +16824,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "ad48316e08176e03b2e29562203b8dc389155c714c49f10a077890c035e789d1", + "prepared_review_unit_hash": "97b0dbdaedcf6e4545c23c74acdac62f1a66c197d76e2c7ca59d511ad2872b65", "component_budget": { "node_count": 4, "item_count": 4, @@ -16778,54 +16846,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43835 is unrelated, 43845 and 43846 look like the strongest duplicate pair, and 43859 is only a weaker title match because its body is noticeably shorter. I would anchor the cluster on 43845, but only accept the 43845\u219443846 soft edge.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43845 is the earliest strong match in the cluster and pairs cleanly with issue:43846, while issue:43859 is less convincing on body evidence.", + "summary": "43835 looks separate. 43845, 43846, and 43859 are likely related based on the identical title, but only 43845\u219443846 is strong enough to call a duplicate with confidence; 43859 is a weaker match because its body length differs and it appears later.", + "confidence": 0.76, + "canonical_issue_reason": "43845 is the earliest issue in the likely duplicate \"huggingface\" set and is the best representative of that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best issue anchor because it is earliest among the near-duplicate huggingface reports and has the strongest duplicate signal with issue:43846.", + "best_issue_reason": "43845 is the best overall issue candidate because it is the earliest clear member of the likely duplicate group and has the strongest evidence of matching the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "'Fett' appears unrelated to the huggingface reports and does not share enough evidence of the same underlying issue." + "reason": "Different title and no supporting evidence that it is the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "'Fett' is textually unrelated to the huggingface issues and does not look like the same report." + "reason": "Different title and no supporting evidence that it is the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "'Fett' does not appear to describe the same underlying issue as the huggingface reports." + "reason": "Different title and no supporting evidence that it is the same report." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title and matching body length make these look like the same report." + "reason": "Identical titles, nearly identical timestamps, and matching body length make these look like the same report." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "The title matches, but the body is much shorter here, so the evidence is not strong enough to treat this as the same issue." + "reason": "Same title, but the later timestamp and different body length make the duplicate link less certain without body text." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "They share a title, but the shorter body on 43859 makes this too weak to confidently merge as a duplicate." + "reason": "Same title, but the later timestamp and different body length are not enough to confidently treat them as the same report." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster judgment is mostly plausible, but the writeup overstates the evidence. In the packet, 43845 and 43846 share the same title and body length, but 43859 has a much shorter body length (46 vs 84), so the repeated claims about \u201csame body characteristics\u201d / \u201csimilar body length\u201d are not grounded. The canonical-earliest choice for 43845 is fine, but the soft-edge rationales for 43845\u219443859 and 43846\u219443859 should be phrased more conservatively. The 43835 \u2018Fett\u2019 rejection is reasonable, but overall this is not conservative enough to accept as written." + "feedback": "The cluster call is partly grounded (43845/43846/43859 all share the same title), but the explanation overstates the evidence. The packet does not show body text, so claims like \"same sparse placeholder content\" and \"placeholder Hugging Face report\" are not supported. Also, 43859 is much later and has a different body length, so saying there are \"no signs\" it differs is too strong. The 43835 separation is reasonable, but the duplicate judgments should be stated more conservatively." }, "evaluator_used": true, "retried": true, @@ -16841,8 +16909,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16863,88 +16931,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "f17b9dcb542b461d01da14fe5df908e93606c85f96dd0bca0ba4ba155d8588e8", + "prepared_review_unit_hash": "31739a27fac7ff8fafc47a0a3b32e19e779226cfda3aac666ce92dc4b39d12dd", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-signal spam/generic placeholders with no substantive problem statement, and they do not appear to describe the same underlying issue. I would not merge any of the soft pairs.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-signal noise: three items are explicit spam placeholders, one is a generic documentation suggestion, and one is a vague quoted-name title. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44418 is the only item with a concrete, non-spam title, so it is the least-bad representative for triage; the rest are generic spam-like placeholders or unrelated vagueness.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44418 is the most semantically meaningful issue in the set and the best anchor if a single representative must be chosen, though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but there is no substantive description to confirm a shared underlying bug/change; treat as separate spam artifacts." + "reason": "Both are just '' placeholders with no body detail, but that is insufficient to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders, but there is no concrete evidence they refer to the same issue." + "reason": "Same spam placeholder pattern, but there is no evidence of a shared bug, feature, or code path." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; too little concrete overlap to call them duplicates." + "reason": "One is spam and the other is a documentation suggestion; these are not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different titles and no meaningful body detail; not enough evidence of the same underlying issue." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared technical problem statement." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic docs suggestion and a spam placeholder are not the same concrete issue." + "reason": "A documentation enhancement request does not match a generic spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No shared bug/change is described; these look like unrelated low-information issues." + "reason": "No shared subject matter beyond being low-content issues; not the same underlying report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Matching spam-style titles alone is not enough; there is no evidence they describe one concrete issue." + "reason": "Both are spam placeholders, but there is no concrete evidence they refer to the same bug or request." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Generic spam placeholder versus unrelated named-title issue; no clear duplicate relationship." + "reason": "A spam placeholder and a vague branded title are not enough to infer a duplicate relationship." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different titles and no substantive content to support merging as duplicates." + "reason": "The titles are too different and too vague to indicate one concrete shared issue." } ] }, @@ -16963,8 +17031,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16974,12 +17042,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "22c27b177c03f29cdfffe2026c6bb2e657f7fcd695f13379907153b50ab3b495", + "prepared_review_unit_hash": "acbcc5a092a7a08d306bbcfd98248225789d55945d564752e7ffd48695046111", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16987,7 +17055,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16996,24 +17064,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#45145 is the best canonical issue anchor because it was opened first and already has an inbound reference. The pair looks related, but the evidence here is only identical titles plus a soft similarity signal, so I would treat the duplicate relationship as tentative rather than confirmed.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 was created earlier and has one inbound reference, so it is the strongest anchor for the cluster.", + "summary": "The pair is strongly similar at the title level and in body size, but the packet only provides soft-similarity evidence. There is not enough to call them definite duplicates; they look related / possibly duplicate reports of the same theme.", + "confidence": 0.72, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative issue because it is the earliest instance and already has slightly more observed attention.", + "best_issue_reason": "#45145 is the slightly better representative because it has one inbound reference, but this is only a weak preference, not evidence that it is definitively the canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The pair shares an identical title and a moderate soft-similarity signal, but the packet does not provide enough direct evidence to conclude they are definitely the same underlying report." + "reason": "Same title and similar body length suggest related reports, but there is no explicit duplication, shared target, or content overlap shown. Soft similarity alone is insufficient to conclude they are the same issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-choice rationale is grounded (earlier creation time and one inbound reference), but the duplicate verdict is a bit overstated. The packet only supports same title plus a soft-similarity signal (Jaccard 0.63); it does not directly show the bodies are \"very similar\" or that the issues are definitively the same underlying report. Please keep the soft-edge language more conservative." + "feedback": "The conclusion is a bit too strong for the evidence shown. The packet only gives a soft-similarity signal, matching titles, and similar body lengths; it does not show explicit duplication, shared targets, or body content. A more conservative assessment would be that these issues are likely related / possibly duplicates, not definitively the same report." }, "evaluator_used": true, "retried": true, @@ -17083,8 +17151,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17094,40 +17162,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "fb1b74ec895b58e48e3988f7988f784318fadee4c5f485eb4329ec1ed3c01c5f", + "prepared_review_unit_hash": "2df1c0cfe5cecea6e275345234fb83631e1bcd423a666f9b46ba3b613e24674f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct open issues in the 4-bit inference/BitsAndBytes area, but they describe different failures: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError. They should not be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45674 is the better canonical representative because it states a more concrete configuration-level regression and has a cleaner, actionable failure mode.", + "summary": "These look like two distinct 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module handling bug that removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 appears to be the best issue in the cluster: it has a precise title, a specific root-cause hint, and is likely easier to triage and fix than the narrower Gemma4 audio-module report.", + "best_issue_reason": "issue #45674 is the broader and more generally actionable report, but it still describes a different failure mode from #45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Same broad 4-bit inference area, but different code paths and symptoms: Gemma4 audio modules hit `torch.finfo()` on `uint8`, while the other is a BitsAndBytesConfig `lm_head` exclusion regression causing an AssertionError. Not the same underlying bug." + "reason": "Different code paths and symptoms: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. They share only the broad 4-bit inference context." } ] }, @@ -17146,8 +17214,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17157,7 +17225,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "2c726ebeeb7bb79fdf99689aabddaf190cc53b9ebd6679ebeeabfb6e8a1e6277", + "prepared_review_unit_hash": "1b03dd1042037761a69301a8c567b069c1b1fc8b54ce539b060df2acf2cd651e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17179,18 +17247,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two sparse closed issues with different personal-name titles and dates; there is no evidence they describe the same underlying bug or request.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the issues have different titles, no body, no shared targets, and no shared bug context.", + "summary": "The two closed issues are unrelated nominal-name entries with different people and dates; there is no evidence they describe the same bug, request, or workflow.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice; if forced, 45762 is only slightly earlier, but the pair does not look like duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles refer to different people and dates, with no supporting discussion or linkage indicating the same underlying issue." + "reason": "Titles only contain different personal names and birth dates; with no body, links, or shared technical context, they do not look like the same underlying issue." } ] }, @@ -17209,8 +17277,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17220,7 +17288,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "5d0004029bf5f12fd9ff7021273cce9580bb120c45c3e9a3fc928795a69e395f", + "prepared_review_unit_hash": "59f04c7c74e72ea031fce02741b24c0a1181fef531105fc74ad15dad7a28afb9", "component_budget": { "node_count": 2, "item_count": 2, @@ -17242,18 +17310,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated, content-free issues with only personal-name/date titles; there is no evidence they describe the same underlying bug or request.", - "confidence": 0.97, - "canonical_issue_reason": "If a representative must be chosen, issue 45764 is the earliest, but neither issue has substantive content to justify a true canonical selection.", + "summary": "These are two empty, name-and-date-only issues with no technical content or shared target; they do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains a problem description, reproduction, or actionable target, so there is no meaningful canonical technical issue to choose.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is only marginally better as a cluster representative because it appears first; otherwise it is no more informative than 45765.", + "best_issue_reason": "No issue is a better canonical candidate than the other; both are equally non-technical and empty.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles reference different names and dates and contain no shared problem statement, so they do not look like duplicates." + "reason": "The titles are just different personal names with different dates and there is no body or shared technical context, so they are not the same underlying issue." } ] }, @@ -17272,8 +17340,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17293,12 +17361,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "4afbd60b1863eeaaf60e38b49f402f472c08832d4b036ef02601a26fb8e2762f", + "prepared_review_unit_hash": "5b7d6c05bfd3ce525361df58abb0ce4a42087b397fb0b79ec7d92ba9c8d3aaec", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17306,7 +17374,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17315,66 +17383,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster actually contains two separate duplicate pairs: 45870/45871 are exact title/body duplicates, and 45872/45873 are exact title/body duplicates. Issue 45869 is a different financial dataset item and should not be merged with either pair.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it mixes two distinct duplicate pairs plus one unrelated issue; within the \"Example: Financial time series prediction with DataForge\" pair, 45870 is the better canonical representative because it is slightly earlier and has more discussion activity.", + "summary": "Two clear duplicate issue pairs stand out: 45870/45871 and 45872/45873. The financial dataset issue 45869 is only thematically related to the others and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the better canonical representative for the 'Example: Financial time series prediction with DataForge' duplicate pair: it was opened earlier and has more discussion activity, while 45871 is identical in title/body.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue representative only among the exact duplicate pair it belongs to, but the cluster is not a single coherent duplicate set.", + "best_issue_reason": "Issue 45870 is the strongest global issue representative among these items because it is a clear duplicate target for 45871, is slightly more established (earlier and discussed), and is cleaner than the broader dataset-sample request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different subjects: a financial data bundle listing vs an example/tutorial issue." + "reason": "Related finance/DataForge topic, but one is a dataset offer and the other is an example request; different underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different subjects: a financial data bundle listing vs an example/tutorial issue." + "reason": "Same as above: topical similarity only, not the same concrete request or bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching content pattern; these look like exact duplicate issues." + "reason": "Same title and matching body length indicate the same issue duplicated verbatim." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge theme, but different requested change: example/tutorial vs scraping-service integration." + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service; different change/request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related finance/DataForge theme, but different requested change: example/tutorial vs scraping-service integration." + "reason": "Close topic match only; the scraping-service component makes this a different request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge theme, but different requested change: example/tutorial vs scraping-service integration." + "reason": "Different feature/request despite shared DataForge/finance context." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related finance/DataForge theme, but different requested change: example/tutorial vs scraping-service integration." + "reason": "Different feature/request despite shared DataForge/finance context." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching content pattern; these look like exact duplicate issues." + "reason": "Identical title and body length; these look like the same duplicate issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet: 45870/45871 and 45872/45873 have identical titles and max similarity, while 45869 is clearly a different dataset issue. The soft-edge verdicts do not overstate evidence, and the canonical choice for 45870 over 45871 is supported by earlier creation time and higher discussion activity." + "feedback": "The summary is well grounded in the packet. The duplicate calls are conservative enough: 45870/45871 and 45872/45873 have identical titles, matching body lengths, and strong textual similarity, while 45869 is only thematically related. The representative choice for 45870 over 45871 is also supported by earlier creation and slightly more discussion activity." }, "evaluator_used": true, "retried": false, @@ -17390,8 +17458,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-14", "nodes": [ @@ -17434,172 +17502,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "34711673bc32d80f93c4a3866901d04d2a4b9abe06a94df4ff932e8fa8deba11", + "prepared_review_unit_hash": "25f1de8fb641da3eb9df4f921e0ca8d7ff74556ca675d2e9584182208feb462d", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38369, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38369, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model additions, tokenizer/API refactors, doc/test-only updates, and unrelated loading/conversion fixes. The only true near-duplicate pair is the fixed_cross_entropy kwargs change, where one PR is effectively a narrower variant of the other. ", + "summary": "Mostly unrelated PRs spanning new model additions, docs, tests, and refactors. The only true duplicate-like pair is the two `fixed_cross_entropy` fixes for issue 43240; the rest should stay separate.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative: it has the explicit issue target (43240) and implements the concrete cross-entropy kwargs fix in one place. PR 43254 is a close variant of the same change.", + "canonical_pr_reason": "PR 43251 is the best canonical PR: it directly addresses issue 43240 and cleanly fixes `fixed_cross_entropy` to forward supported `cross_entropy` kwargs. PR 43254 is the same underlying change expressed as an alternate implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest cluster anchor because it directly addresses the underlying bug, has the explicit issue link, and is the only pair here that cleanly collapses into one duplicate fix.", + "best_pr_reason": "PR 43251 is the strongest representative of the cluster\u2019s only real duplicate pair because it has the clearest bug statement, explicit issue linkage, and the most complete fix path.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are PRs, but one adds VideoPrism and the other adds a dynamic-shape export test; unrelated code paths and no plausible single merged fix." + "reason": "Different model/docs vs ExecuTorch test coverage; no shared bug or mergeable code-path fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing methods for MistralCommon is unrelated to adding MobileLLM; different models and different API surfaces." + "reason": "Unrelated tokenizer method additions vs adding a new model; same broad area only by coincidence." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions and ExecuTorch dynamic-shape tests are unrelated changes." + "reason": "Tokenizer API change and ExecuTorch dynamic-shape test are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding a new model are not the same underlying bug/change." + "reason": "Processor auto-loading robustness work is unrelated to introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs support is unrelated to conversion/base_model_prefix loading fixes." + "reason": "Both touch loading/loss infrastructure, but they fix different problems in different code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "A loss-function fix and a new model addition do not address the same code-path problem." + "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test fixes and MOE contiguity changes." + "reason": "Cross-entropy kwargs fix and Mistral4 test fix are different bugs with different code paths." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "ExecuTorch export tests and loading/conversion prefix handling are unrelated." + "reason": "ExecuTorch export tests are unrelated to base_model_prefix conversion/loading fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests and Mistral4 test fixes are different issues." + "reason": "Dynamic-shape export test work is unrelated to Mistral4 test/integration fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A test for exportability does not match adding a new model implementation." + "reason": "ExecuTorch export test and new model implementation are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and config-resolution ordering in modeling_utils are unrelated." + "reason": "New MobileLLM model support is unrelated to config resolution ordering." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-interface refactoring are different model-specific changes." + "reason": "New model addition and Falcon output-interface refactor are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "New model support and conversion prefix handling are not the same concrete fix." + "reason": "MobileLLM implementation and loading/conversion prefix fixes do not address the same bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor and Mistral4 test fixes do not target the same bug or change." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are distinct model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are unrelated." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes and loading-prefix conversion fixes are unrelated." + "reason": "Mistral4 test/integration fixes and base_model_prefix conversion fixes are different issues." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests and layrnorm->layernorm renaming are different problems." + "reason": "Mistral4 test fixes and `layrnorm` renaming are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are unrelated." + "reason": "Mistral4 test fixes and TDT loss kernel work are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "A model-specific test fix and a class-annotation resolution fix are not the same code-path problem." + "reason": "Model tests for Mistral4 are unrelated to config resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model creation skill are not mergeable as one duplicate change." + "reason": "Mistral4 test fixes and the model-creation skill are completely different." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding an internal model-creation skill are unrelated." + "reason": "Adding MobileLLM is unrelated to the model-creation skill meta-PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are two near-identical fixes for the same fixed_cross_entropy kwargs issue in the same file and same issue target; they could plausibly be merged into one PR." + "reason": "Same underlying bug in `fixed_cross_entropy` for issue 43240; both patches add supported kwargs to the same code path and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR 43251 vs 43254, is clearly the same fixed_cross_entropy kwargs issue in the same file with the same issue target, so mergeability is plausible. The other rejections are appropriately cautious and supported by the diffs/titles." + "feedback": "The analysis is well grounded in the packet. The only deterministic duplicate-like pair is PR 43251/43254: they share the same issue target, touch the same file/function, and are clearly mergeable into one bugfix PR. The other soft-edge rejections are conservative and consistent with the previews and filenames. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -17615,8 +17683,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -17626,12 +17694,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "fddbcc199c0d370c1e3a472884f26270f09a2fcc808b96c123c6e8c7418b33d9", + "prepared_review_unit_hash": "7241aa3011f3a0a4c533d32089af234fb21820131998c5bd786c5fd42f3d12d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -17639,7 +17707,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -17648,18 +17716,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are related VibeVoice work, but they are not the same change: #40546 adds the core VibeVoice model/docs, while #42781 extends the stack with realtime support and a VibeVoice acoustic tokenizer. They share some scaffolding files, but the concrete scope differs enough that they should not be merged as duplicates.", - "confidence": 0.91, + "summary": "These are related VibeVoice PRs, but not duplicates: one is the base model integration and the other is a draft realtime/acoustic-tokenizer extension with additional generation changes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the cleaner baseline implementation of VibeVoice and is less specialized than #42781, which adds a separate realtime/tokenizer extension on top of that base work.", + "canonical_pr_reason": "Choose PR 40546 as the canonical PR because it is the foundational VibeVoice implementation; PR 42781 is a follow-on realtime variant rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative PR for the main VibeVoice integration because it focuses on the core model import path and documentation rather than the additional realtime-specific pieces.", + "best_pr_reason": "PR 40546 is the best single representative of the cluster since it captures the core VibeVoice integration without the extra realtime/tokenizer scope of PR 42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice scaffolding is not enough here: #40546 implements the initial VibeVoice model, while #42781 adds realtime behavior plus an acoustic tokenizer and related generation changes. They are related, but not the same underlying bug/change and would not plausibly be one merged PR." + "reason": "Related VibeVoice work, but not the same concrete change: 40546 implements the base model, while 42781 adds realtime support and an acoustic tokenizer plus extra generation updates. They could be merged separately." } ] }, @@ -17678,8 +17746,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -17689,12 +17757,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "7c7c580b7abf5d0ac6dbf6cbe4b4ee641004624064b217a1095a17cacd224ec5", + "prepared_review_unit_hash": "5587d53e43d6145d8a8287db03b44ae4d33f5ea3c025276cd28a46861ca083d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17702,7 +17770,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17711,18 +17779,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They share only broad similarity as model feature work, not the same underlying change.", - "confidence": 0.96, + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the cleaner canonical representative: it is a focused, concrete feature addition with explicit model, auto-class, docs, and tests changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the strongest standalone PR in the cluster because it targets one specific code path (DINOv3 image classification support) and appears well-scoped for mergeability.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs implement different features in different model families. They do not appear to fix the same bug or deliver the same change, and would not plausibly be merged into one PR." + "reason": "Different models, different code paths, and different feature additions; no plausible single merged PR would cover both." } ] }, @@ -17804,8 +17872,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -17817,12 +17885,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "6890fd3ec6a5a4ecde2b95032cdc9bbf0d5c780675cae266ca0a974ed9062bbf", + "prepared_review_unit_hash": "f09c36dffbb831e2bc5c2c70f278c536e33e7e53e48ccd6f1ba2fcc35b7361d6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17830,7 +17898,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17839,24 +17907,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6). They share repository scaffolding for adding new models, but they target different architectures and code paths, so they should not be deduplicated.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share framework plumbing and docs registry updates, but not the same underlying code change, so no duplicate/merge cluster forms here.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the broadest and most complete of the three, with the largest integration surface and highest review activity, so it is the best representative PR for this cluster if one must be chosen.", + "canonical_pr_reason": "No single canonical PR: each PR adds a different model with distinct configs, model files, and tests, so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest standalone example of a full model integration PR: it adds docs, auto mappings, model code, processors, and tests for a distinct model family.", + "best_pr_reason": "PR 45630 is the strongest representative of the set only in the sense that it is the most substantial and heavily reviewed, but it still represents a distinct model addition rather than a duplicate change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and different implementations; overlap is only generic new-model scaffolding in docs/auto-registration, not the same bug or change." + "reason": "Different model families and code paths: DeepSeek OCR vs Isaac. Shared auto-registry/docs plumbing is generic model-integration work, not the same fix/change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Separate model families with distinct files, configs, and tests; they do not fix the same code-path problem and would not plausibly be merged into one PR." + "reason": "Different model additions (Isaac vs Kimi2-6) with different model packages, configs, and tests. Similar repo-wide integration scaffolding is not enough to treat them as the same PR." } ] }, @@ -17875,8 +17943,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -17886,7 +17954,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0cfbf19903bf1e47cfe00559a5c0f1fa58a0197681698021756d675fa9f5d8bc", + "prepared_review_unit_hash": "aa5df42eb46428e502ecba1b3cadb2788ab0947a518df208159de0e2b2337c26", "component_budget": { "node_count": 2, "item_count": 2, @@ -17908,18 +17976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are GitHub Actions maintenance updates, but they target different underlying changes: PR 42975 updates core JS-based workflow actions for Node 24 compatibility, while PR 42976 mainly bumps docker/build-push-action to v6. They overlap in a few workflow files, but they are not the same fix and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Both PRs are repository-wide GitHub Actions maintenance upgrades, but they target different action families and do not look like the same concrete change. 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility; 42976 focuses on docker/build-push-action and related workflow action bumps. I would not merge them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, clearer representative of the cluster theme: it updates multiple GitHub Actions used across workflows specifically for Node 24 compatibility.", + "canonical_pr_reason": "PR 42975 is the broader, more central workflow-action upgrade and has the clearest explicit goal (Node 24 compatibility), making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best cluster representative because it has the widest scope and the most directly stated purpose, even though it is not a duplicate of PR 42976.", + "best_pr_reason": "PR 42975 is the best standalone representative because its title and diff align around a specific compatibility-driven upgrade across many workflows, whereas 42976 is a narrower action-version bump centered on Docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes: 42975 upgrades several JS-based actions for Node 24 compatibility, while 42976 mainly upgrades docker/build-push-action to v6. Shared workflow filenames alone are not enough to treat them as the same PR." + "reason": "Same general maintenance theme, but they update different actions in different workflows and do not appear to fix one identical underlying bug or change." } ] }, @@ -17938,8 +18006,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-5", "nodes": [ @@ -17958,76 +18026,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "ed7a3768c62003d32cab6c8a255bee3074b662598d489724ba9cb94e21c4b669", + "prepared_review_unit_hash": "85eb7b525e8bab4602050f7867e6e6a5beec9f71cf71a8c8595a7901f0a26ca5", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16470, - "estimated_input_tokens": 4118, - "estimated_eval_tokens": 8492 + "serialized_chars": 16480, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16470, - "estimated_input_tokens": 4118, - "estimated_eval_tokens": 8492 + "serialized_chars": 16480, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely similar as model-addition or test-change scaffolding, but they target different models/code paths and are not duplicates.", - "confidence": 0.95, + "summary": "These PRs are not duplicates: they add different models (ViT NEPA, Molmo, Molmo2, CTSM) or a small test-only XPU annotation change. The shared files are mostly repo plumbing like docs/auto registries, which creates superficial similarity but not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 42978 adds ViT NEPA, 43448 adds Molmo, 43451 adds Molmo2, 45490 adds CTSM, and 46162 is a small test-only XPU tweak; they share template files but not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 43451 is the strongest standalone candidate because it is the largest and most complete model-addition effort, with the highest review activity; however, it is not a duplicate of 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-registry files are generic scaffolding, not the same bug or change." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only shared docs/auto registration scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is only in shared registration/docs files." + "reason": "Different model additions (ViT NEPA vs Molmo2) with no shared bug or concrete code path." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM); same broad transformer repository plumbing, but unrelated concrete changes." + "reason": "Unrelated model families (vision ViT NEPA vs time-series CTSM); common files are boilerplate." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model ports with different files and functionality; too closely named, but not the same underlying PR." + "reason": "Molmo and Molmo2 are separate model families with distinct files and APIs; not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model registry edits are not enough to merge them as duplicates." + "reason": "Molmo add vs CTSM add are unrelated; shared framework files do not indicate a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model implementations with different conversion/modeling/processor code paths." + "reason": "Molmo2 and CTSM are different model integrations, not one underlying bug or change." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model integration and a small Florence2/LFM2_VL deterministic test tweak are unrelated changes and could not plausibly be merged as one PR." + "reason": "CTSM model addition versus a tiny Florence2/LFM2 test annotation change; completely different code paths." } ] }, @@ -18046,8 +18114,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-4", "nodes": [ @@ -18062,58 +18130,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "b80fc94beb90bd761466ca832ecb5f9ea59c818fbba9bcf703be777a77a71cb7", + "prepared_review_unit_hash": "9424a0a1cccc9a430f4fa0e26a2fc943741ed4069e23a1b6d81dfe59d799fb6b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9382, - "estimated_input_tokens": 2346, - "estimated_eval_tokens": 4948 + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9382, - "estimated_input_tokens": 2346, - "estimated_eval_tokens": 4948 + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated pull requests that only share shallow signals like test edits or generic fix titles. None appear to be duplicate fixes for the same underlying bug, so no soft edges should be merged.", - "confidence": 0.91, + "summary": "These PRs do not look like duplicates of one another: two are vague test-only fixes, while the other two address different concrete runtime areas (FP8 dequantization vs. FSDP tied-weights handling). I would not merge any soft edge.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and clearly scoped fix: it updates core loading and FP8 dequant logic across multiple affected files, with a concrete code-path change rather than test-only edits.", + "canonical_pr_reason": "PR 44815 is the strongest standalone candidate: it has the most concrete bug-fix scope, touches the actual FP8/dequantization path, and includes related code/test changes with a specific failure mode implied by the title.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative fix because it contains the real implementation change and associated test coverage, whereas the others are either test-only, unrelated, or narrower in scope.", + "best_pr_reason": "PR 44815 is the best representative of the set because it is the most substantive, clearly described runtime fix; the other PRs are either vague test edits or a different subsystem entirely.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different components and different failure modes; no shared concrete bug or mergeable single fix is evident." + "reason": "Both are vague test-oriented PRs, but they affect different model test files and do not indicate the same underlying bug or code-path fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the dequant/core-loading FP8 fix; they do not address the same code-path problem." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and loading-path changes in 44815." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "These are separate test/code changes in different subsystems (vision model tests vs FSDP tied-weights handling); they are not the same bug." + "reason": "CLIP/ViT test tweaks are unrelated to the FSDP tied-weights and distributed loading changes in 46102." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Despite both mentioning tests, the underlying fixes are unrelated: CLIP/ViT test edits versus FP8 dequant and model-loading behavior." + "reason": "A generic test-fix PR and a concrete FP8 dequantization fix do not look like the same underlying issue or a PR that could be merged into one change." } ] }, @@ -18132,8 +18200,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-5", "nodes": [ @@ -18150,12 +18218,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "2c6668ccf409a08ab4bb022c52fbc3b3841cbb81e37ec1bbb42117662256e736", + "prepared_review_unit_hash": "7ff7c9b595717981269b5d3c77cfc2d270934147563979b348892a9d3f6bf293", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, + "serialized_chars": 11342, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18163,7 +18231,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, + "serialized_chars": 11342, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18172,48 +18240,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one clear duplicate pair appears here: the two ViT test-migration PRs with the same exact failing asserts. The other PRs are all different bot/CI or broader instrumentation experiments and should not be merged as duplicates.", - "confidence": 0.84, + "summary": "Two PRs are an exact duplicate pair adding the same failing ViT test edits; the other PRs are only loosely related \u201cdo not merge\u201d/testing changes and do not fix the same concrete code path.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46100 is the cleanest representative of the duplicate ViT test-migration change: it is a minimal, self-contained diff in one test file, while #46114 appears to be the forked copy of the same patch.", + "canonical_pr_reason": "PR 46100 is the cleaner representative of the exact duplicate pair: it has the same diff as 46114 in the same ViT test file, with a simpler title and no extra ambiguity.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the best standalone PR for the cluster because it is the smallest and clearest instance of the duplicated change, with no extra unrelated workflow or instrumentation edits.", + "best_pr_reason": "PR 46100 is the best PR to keep as the canonical duplicate representative because it matches 46114 exactly and is the most straightforward description of that change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Both mention the ViT test file, but #43488 is mainly a setup/version/dependency bot-check change while #46114 is a test-migration fork; they are not the same concrete fix." + "reason": "Both are test/don't-merge style PRs, but they change different areas and different behaviors; they do not look like the same concrete bug or change." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "These are different repository-bot/CI experiments with different edited files and goals; they do not share the same underlying change." + "reason": "They only overlap on the ViT test file name; the actual changes are unrelated (setup/version/dependency tweaks versus a failing-test migration stub)." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "#43532 is a workflow/self-comment CI change, whereas #46114 is a ViT test migration patch; same broad area, but not the same code-path change." + "reason": "Shared file path is not enough here; the workflow/test-utility changes are different from the ViT failing-test edits and would not be merged as one PR." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "#45932 is a much broader grafana/telemetry and model-file change set; despite both touching ViT tests, it does not look like the same concrete change as #46100." + "reason": "Despite similar testing/grafana-style titles, the diffs are different code paths and scopes: 45932 touches multiple model implementations and workflows, while 46100 only changes ViT tests." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are effectively the same PR: same single-file ViT test diff, same added assertions, and the titles indicate duplicate forked test-migration efforts." + "reason": "These are effectively identical: same file, same inserted failing assertions, and same underlying test-migration stub change, so they are duplicate PRs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The review is grounded in the packet and stays conservative. The only clear duplicate pair is 46100/46114: they have the same single-file ViT test diff with identical added assertions, and the titles support the forked-copy interpretation. The other pairings are correctly rejected because they share only loose topical similarity, not the same concrete fix." + "feedback": "The summary is grounded in the packet: 46100 and 46114 have the same diff in the same ViT test file, so treating them as duplicates is well supported. The other soft-edge rejections are conservative because those PRs touch different files and broader, unrelated test/workflow or setup changes rather than the same single bugfix." }, "evaluator_used": true, "retried": false, @@ -18229,8 +18297,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -18240,12 +18308,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e2f796eda585d6c510b729fd1c38b7213100a2344f318cabf238a3677f0c6b69", + "prepared_review_unit_hash": "f90224985f4d339b7c977fe5ab0562187422d640141ea3fb6fbdded1e6a4d355", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18253,7 +18321,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18262,18 +18330,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add similarly named but distinct pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share repository plumbing and docs, but the underlying feature scope, model integrations, and tests are different, so they should not be merged as duplicates.", + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registration scaffolding, but the underlying pipeline names, target model integrations, and test coverage differ enough that they should not be treated as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: these are separate feature additions with different tasks, model stacks, and test coverage.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the better representative of the cluster only because it is the broader, more comprehensive pipeline addition; however, it is not a duplicate of 43612.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features: concept segmentation vs visual segmentation, with different docs, model files, and tests. Shared infrastructure alone is not enough to treat them as the same change." + "reason": "Reject: both PRs add different segmentation pipelines and touch overlapping registration/docs code only as shared plumbing. They do not fix the same concrete code-path problem and would not plausibly be merged into one duplicate change set." } ] }, @@ -18292,8 +18360,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -18303,7 +18371,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a7e226d0ba4b8d3c03e016adddcd7163523c471ee7dd8593843bfc7524e048be", + "prepared_review_unit_hash": "f61fb20f7dba6002c4d50cd14728ef6f6a4494c29a38cbd153f2be11f61902a4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18325,18 +18393,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` touch trainer customization, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", - "confidence": 0.96, + "summary": "The two PRs are both small Trainer customizability changes in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for input column selection. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete behavior change: it updates `training_step` loss scaling semantics and adds a dedicated hook for custom trainers. If one PR must represent the cluster, this is the clearer canonical candidate.", + "canonical_pr_reason": "PR 43651 is the more concrete, bug-oriented change: it alters training-step loss normalization and adds a focused hook for custom trainers. As a representative artifact, it is slightly more self-contained than the column-filtering refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest standalone PR here because it fixes a specific training-path behavior with a direct code change, whereas PR 43663 is a separate refactor/hook for column filtering.", + "best_pr_reason": "PR 43651 is the strongest standalone representative because it fixes a specific training behavior in a well-bounded code path, whereas PR 43663 is primarily an API refactor for extensibility.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer extensibility features in the same file, but not the same underlying bug or change: one concerns GA loss scaling, the other signature-column inspection. They are not plausibly one merged PR." + "reason": "Same file and broadly Trainer-related, but they change different mechanisms: gradient accumulation loss scaling vs. signature-column inspection. They do not look like the same underlying bug or mergeable PR." } ] }, @@ -18355,8 +18423,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-2", "nodes": [ @@ -18366,12 +18434,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "eb024b05c1c4f838ea3d6e833be36b0219d8574a00350eab1b603a7b554c137a", + "prepared_review_unit_hash": "5a8a0f4f7068e487a05ea279f68a23620f56f1e2b8c31e69302773503f62bbc6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18379,7 +18447,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18388,18 +18456,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both address annotation-related NameErrors, but they fix different runtime causes: one is a broader typing/future-annotations cleanup, the other specifically guards pydantic/TypeAdapter for environments without pydantic installed.", - "confidence": 0.76, + "summary": "Two highly similar PRs touch the same CLI file, but they appear to address different NameError triggers: one broadly postpones annotation evaluation with `from __future__ import annotations`, while the other narrowly makes `TypeAdapter` a `TYPE_CHECKING`-only reference for the optional pydantic path. Similar symptom, not the same concrete fix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the tighter, more concrete fix: it directly addresses the TypeAdapter NameError when pydantic is absent and has a clear, narrowly scoped change set.", + "canonical_pr_reason": "PR #43656 is the better representative of the cluster because it is the broader root-level annotation fix and is explicitly linked to an issue, whereas #43842 is a narrower follow-up for a specific optional-dependency case.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best standalone candidate because it fixes a specific, reproducible runtime failure with minimal collateral changes and an explicit issue target.", + "best_pr_reason": "PR #43656 is the stronger cluster choice: it targets the reported CLI import-time NameError more generally and changes annotation behavior in the code path, while #43842 is a more specific pydantic-only guard.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: despite similar titles and shared filename, these are not the same underlying bug. 43656 is a broader typing/future-annotations refactor around serve.py, while 43842 specifically fixes TypeAdapter import/name resolution when pydantic is not installed." + "reason": "Reject: they share `serve.py` and a NameError theme, but the concrete fixes differ. #43656 uses postponed annotations to address broader import-time annotation evaluation; #43842 specifically hides `TypeAdapter` behind `TYPE_CHECKING` for the no-pydantic case. They are related, but not the same underlying change." } ] }, @@ -18484,8 +18552,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -18556,8 +18624,8 @@ "pull_request:44071|pull_request:44086", "pull_request:44073|pull_request:44101", "pull_request:44017|pull_request:44071", - "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", @@ -18591,430 +18659,454 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "b410f3365977c6c09ed1b21c6b872882f6e649192146e6ac416ecf40cfda6f1c", + "prepared_review_unit_hash": "47bd7647ab5fed30bc033be150424ae3b06053cde5c04abbfcd6ae4b9b560e48", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75088, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is centered on the umbrella standardized output-tracing refactor tracked by issue #43979, with multiple model-specific PRs. The clearest duplicate set is the GPT-J/GPT-Neo line; most other pairs are just unrelated models sharing the same refactor theme and should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "#43979 is the shared tracking issue for the standardized output-tracing work and is referenced by many of the PRs in this cluster.", - "canonical_pr_reason": "#44722 is the most complete representative of the GPT-J/CodeGen standardized output-tracing refactor and best subsumes the narrower GPT-J-only variants.", - "best_issue_reason": "#43979 is the only clear cluster-level issue anchor and matches the common refactor theme across the accepted duplicates.", - "best_pr_reason": "#44722 best represents the actual concrete change set among the duplicates because it covers the shared GPT-J path and also includes the related CodeGen update.", + "summary": "This cluster is mostly a campaign of model-specific output-tracing refactors around #43979, not a set of true duplicates. The only plausible duplicates are the GPT-Neo and GPT-J variants that target the same exact code paths/files.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest representative: it has an explicit issue link to #43979 and a substantive GPT-J/CodeGen output-tracing rewrite.", + "best_issue_reason": null, + "best_pr_reason": "44066 best represents the cluster\u2019s main change pattern: standardized output tracing in a real model implementation, with the broadest and clearest scope among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model families and code paths (CVT/FNet vs GPT-J)." + "reason": "Different model families and code paths; same refactor theme/issue is too broad to call duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; only the umbrella refactor theme is shared, not the concrete bug/change." + "reason": "Different models and implementations; only the high-level output-tracing refactor theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both change the GPT-J output-tracing path in modeling_gptj.py; 44066 is a broader variant that also touches CodeGen, but the shared GPT-J fix is the same underlying change." + "reason": "Both touch GPT-J output tracing in the same file and look like overlapping iterations of the same refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Same tracking issue, but the actual code paths are unrelated model families (ResNet/RegNet vs EfficientNet/RT-DETR ResNet)." + "reason": "RegNet vs EfficientNet; shared standardized-output work is not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models and are not the same concrete fix." + "reason": "Different model families and unrelated code paths; only the refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; too different to merge as the same underlying change." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same campaign, not the same change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and different forward/output plumbing; shared issue target is not enough." + "reason": "MobileNetV2 vs DeBERTa v2; different code paths despite similar output-tracing cleanup." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR; same theme, but not the same code-path problem." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; no shared concrete bug or patch." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate implementations; not the same concrete bug/change." + "reason": "GPT-J/CodeGen vs MPT; same refactor theme only." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, so they look like the same underlying change." + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later rewrite of 44018." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; these are separate model-specific refactors." + "reason": "GPT-J vs GPT-Neo; similar decorators, but different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Both are output-tracing work, but for different model code paths (GPT-Neo vs GPT-J/CodeGen)." + "reason": "GPT-Neo and GPT-J are different model implementations; not the same patch." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model changes." + "reason": "ResNet vs GPT-J/CodeGen; shared refactor theme is not enough." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; not mergeable as one fix." + "reason": "MGP-STR vs GPT-J/CodeGen; unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different refactor scopes; only the generic output-tracing idea overlaps." + "reason": "ResNet vs GPT-J; only the broad output-tracing idea overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo and ResNet are different model families and different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same broad pattern, different concrete changes." + "reason": "ResNet vs MPT; no shared concrete change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model families." + "reason": "GPT-Neo refactor vs Flaubert/XLM-style attention refactor; different models and patches." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; not the same underlying model change." + "reason": "Both are output-tracing refactors, but they target different model families and concrete files." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert touch different model code paths." + "reason": "GPT-Neo and Flaubert are unrelated implementations; same theme only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate implementations, so these are not duplicates." + "reason": "MPT vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; shared topic is too broad." + "reason": "GPT-Neo vs MGP-STR; not the same underlying bug or change." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model-specific output-tracing updates." + "reason": "GPT-Neo vs GPT-J; similar refactor style, different model code." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo vs MGP-STR; different concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are not the same fix." + "reason": "MPT vs GPT-J; same decorator campaign, not the same patch." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 output tracing and MGP-STR output tracing are unrelated implementations." + "reason": "GPT-2 vs MGP-STR; unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor style overlaps." + "reason": "GPT-J vs MGP-STR; different implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model families and do not share the same code-path change." + "reason": "ViLT and Flaubert are different model families; only the output-tracing theme overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are distinct model implementations." + "reason": "GPT-Neo vs MPT; different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + "reason": "Segformer vs GPT-J/CodeGen; unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model code paths." + "reason": "Segformer vs LongT5; same refactor theme only." }, { - "left": "pull_request:44017", + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are unrelated model-specific refactors." + "reason": "RegNet vs VisualBert; broad refactor similarity is not enough." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MPT are separate implementations." + "reason": "VisualBert vs Flaubert/XLM; different model code and patches." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and VisualBert are different models; same refactor theme only." + "reason": "Segformer vs MPT; unrelated model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are unrelated model code paths." + "reason": "MPNet vs Flaubert; different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert are different underlying changes." + "reason": "GPT-2 vs MPT; different models and refactors." }, { - "left": "pull_request:44056", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are not the same concrete bug/change." + "reason": "VisualBert vs LongT5; only the standardized-output campaign is shared." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "RegNet and SegFormer are unrelated model refactors." + "reason": "GPT-2 vs GPT-Neo; same umbrella refactor, different model code." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and MPNet are separate model-specific updates." + "reason": "GPT-Neo vs GPT-2; different concrete implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are different code paths." + "reason": "Flaubert/XLM vs LongT5; unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model implementations." + "reason": "RegNet vs Segformer; same output-tracing theme, not the same patch." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBert and VisualBert do not fix the same underlying issue." + "reason": "RegNet vs MPNet; different model families and concrete changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model families." + "reason": "MPT vs ImageGPT; different code paths." }, { "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; not the same underlying change." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated concrete changes." + "reason": "MPNet vs LongT5; unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model-specific refactors." + "reason": "RegNet vs GPT-Neo; different models and patches." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." + "reason": "RegNet vs LongT5; only the broad refactor campaign overlaps." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model implementations." + "reason": "TextNet vs LongT5; different code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model refactors." + "reason": "GPT-Neo vs LongT5; not the same concrete bug or change." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same output-tracing style, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "Flaubert and LongT5 are unrelated underlying changes." + "reason": "GPT-Neo vs SpeechT5; different model code." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different model code paths." + "reason": "RegNet vs TextNet; not the same underlying patch." }, { "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model implementations." + "reason": "RegNet vs SpeechT5; different concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different concrete changes." + "reason": "MPT vs SpeechT5; unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate model-specific refactors." + "reason": "SqueezeBert vs GPT-Neo; different model families." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are different model families." + "reason": "CVT/FNet vs LongT5; same refactor campaign only." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer do not share the same concrete code path." + "reason": "CVT/FNet vs Segformer; different model code." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated model-specific changes." + "reason": "SqueezeBert vs DeBERTa v2; different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different underlying fixes." + "reason": "DeBERTa v2 vs TextNet; not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "They address the same GPT-J output-tracing refactor; 44722 is a later, broader variant that still includes the shared GPT-J fix." + "reason": "Both are GPT-J/CodeGen output-tracing refactors over the same core code paths; one looks like a later superseding iteration." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the GPT-J output-tracing path in modeling_gptj.py, so they look like the same underlying bug/change despite 44722 also including CodeGen." + "reason": "Both target the same GPT-J output-tracing code path and appear to be overlapping iterations of the same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J vs SpeechT5; different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Both are output-tracing refactors, but for different model families and concrete implementations." + "reason": "CVT/FNet vs RegNet; same refactor umbrella, not the same concrete patch." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are not the same fix." + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are separate model-specific changes." + "reason": "DeBERTa v2 vs SpeechT5; different model families and changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated model implementations." + "reason": "DeBERTa v2 vs ViTS; both are output-tracing cleanups, but not the same concrete fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: #43979 is the clear shared issue anchor, and the chosen canonical PR #44722 is a reasonable broader representative of the GPT-J/CodeGen subset. The soft-edge verdicts are conservative overall, with accepts only where the diffs share the same model/file and likely the same bugfix, and rejects where only the high-level refactor theme overlaps." + "feedback": "The summary is grounded in the packet: most PRs are model-specific standardized output-tracing refactors around #43979, and the only plausible duplicate-looking pairs are the same-model/GPT-J or GPT-Neo overlaps. The conservative rejections for cross-model pairs are well supported. The accepted soft-edge verdicts are also defensible because they share the same concrete file/code path and look like overlapping iterations of the same fix." }, "evaluator_used": true, "retried": false, @@ -19030,8 +19122,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -19052,14 +19144,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "91f4fcae2c6b189afeb35d562bbc343bcdc5a5db23bcf096c76932889c8500bc", + "prepared_review_unit_hash": "966bef47fc4d72630d0da11f128ff36e783005dac0bc6a0c58d5bf6538470b88", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 8, @@ -19074,48 +19166,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they target different architectures and code paths. They are related by pattern, not duplicates.", - "confidence": 0.96, + "summary": "All items are model-specific PRs migrating different architectures to standardized output-capture helpers. They share a refactor theme, but they do not fix the same concrete code-path problem, so none of the soft edges should be accepted.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44073 is the clearest representative of the shared refactor pattern: it explicitly adds _can_record_outputs plus can_return_tuple/capture_outputs for a single model, with a clean, self-contained change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:44073 is the best single representative PR for this cluster because it most clearly expresses the standardized output-tracing migration pattern, while still being narrowly scoped to one model.", + "best_pr_reason": "No single PR is a true duplicate target because each change is isolated to a different model implementation. If a cluster representative is needed, PR 44073 is the clearest exemplar due to its explicit title and substantial output-tracing refactor, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same broad output-tracing migration theme, but different models (FocalNet vs ImageGPT) and different code paths; not plausibly one merged fix." + "reason": "Both are output-tracing migrations, but they touch different model code paths (FocalNet vs ImageGPT) and are not mergeable as one concrete fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are parallel refactors, not the same underlying bug/change." + "reason": "Same refactor theme, but VisualBert and TextNet are distinct implementations with separate output handling; this is not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both refactor output recording, but they touch different model stacks (MPNet vs VisualBert) and are not the same concrete change." + "reason": "Different model families (MPNet vs VisualBert) and different tracing setup; only the broad infrastructure pattern matches." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output plumbing; too broad to treat as the same PR." + "reason": "These are separate model migrations in unrelated files, so they do not represent the same bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; shared decorator migration alone is not enough for duplication." + "reason": "RegNet and SqueezeBert have independent output APIs and model code paths; this is only a similar decorator refactor." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 address different model internals and output semantics; not the same concrete fix." + "reason": "SqueezeBert and SpeechT5 are different subsystems and the PRs address model-specific tracing refactors, not one shared fix." } ] }, @@ -19134,8 +19226,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-14", "nodes": [ @@ -19201,304 +19293,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "907983b1b73ad8ec5a92e896544ed32c60d398c871404c7f03b71207c9ac5307", + "prepared_review_unit_hash": "19c958620f3d4e96594fc8fd6e326b7a10b4ceae4870ab9cd5ee158d29bef9a9", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43785, - "estimated_input_tokens": 10947, - "estimated_eval_tokens": 22150 + "serialized_chars": 43774, + "estimated_input_tokens": 10944, + "estimated_eval_tokens": 22144 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43785, - "estimated_input_tokens": 10947, - "estimated_eval_tokens": 22150 + "serialized_chars": 43774, + "estimated_input_tokens": 10944, + "estimated_eval_tokens": 22144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate model-specific output-tracing refactors (plus one docs toctree tweak), not duplicates of the same underlying bug/change.", - "confidence": 0.98, + "summary": "These PRs are mostly model-specific output-tracing refactors with similar naming, plus one docs-only tree fix. They share a theme, but they do not fix the same concrete code path, so they should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44003 is the most central and substantial refactor in the set: it spans both mamba and falcon_mamba and introduces the output-capture plumbing that the others mirror in separate models.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the broadest representative of the pattern, touching both `mamba` and `falcon_mamba`; however, it is still not a duplicate target for the other PRs.", + "best_pr_reason": "PR 44003 best represents the cluster because it is a broader implementation-side output-tracing change rather than a narrow per-model tweak or documentation cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families/files; same refactor pattern, not the same concrete change." + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, not the same code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families/files; same refactor pattern, not the same concrete change." + "reason": "Different models and inference paths; only the output-tracing wording overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families/files; same refactor pattern, not the same concrete change." + "reason": "Unrelated model implementations; this is not one shared bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs Mamba/Falcon-Mamba code paths; only the tracing theme is shared." + "reason": "timm_backbone and mamba/falcon_mamba are separate code paths; similar refactor, not duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated architectures (`timm_backbone` vs `rwkv`); not the same bug or change." + "reason": "Different architectures (timm_backbone vs rwkv); no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 vs UnivNet are unrelated model paths; similar refactor style only." + "reason": "MobileNetV1 and UnivNet are unrelated models; only the tracing refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet are different code paths; not a duplicate change." + "reason": "Different model subsystems and files; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything; same tracing refactor theme, but different models." + "reason": "MobileNetV1 vs Depth Anything are separate model implementations; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder are unrelated implementations." + "reason": "Different model families; common refactor style is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are different model wrappers; not the same fix." + "reason": "MobileNetV1 and speech_encoder_decoder address different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text dual encoder vs UnivNet are unrelated code paths." + "reason": "Vision-text dual encoder and UnivNet are unrelated changes despite similar output-tracing cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Vision-Text dual encoder vs UperNet are different model families." + "reason": "Different models and behaviors; not the same concrete bug or feature." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-Text dual encoder vs Mamba/Falcon-Mamba are unrelated internals." + "reason": "These touch different model families and cannot be merged into one meaningful fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-Text dual encoder vs Depth Anything are separate model implementations." + "reason": "Vision-text dual encoder vs Depth Anything are different code paths and model stacks." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet vs UperNet are different code paths; not a duplicate." + "reason": "UnivNet and UperNet are unrelated implementations; no shared bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs Mamba/Falcon-Mamba are unrelated model internals." + "reason": "Different model families and different output paths; not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything share only the tracing-refactor theme." + "reason": "UnivNet is audio generative modeling; Depth Anything is vision depth estimation." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet vs RWKV are unrelated model families." + "reason": "UperNet and RWKV are unrelated model code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs Mamba/Falcon-Mamba are different code paths." + "reason": "Separate model architectures; same refactor theme does not imply same change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba vs SuperPoint are unrelated model implementations." + "reason": "Mamba/falcon_mamba and SuperPoint do not share the same concrete implementation path." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba refactor vs CodeGen refactor; same theme, different fix." + "reason": "Different models (mamba vs codegen) and different forward logic; not one bug." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone vs CodeGen are unrelated architectures." + "reason": "timm_backbone and codegen are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet vs CodeGen are different model paths." + "reason": "UnivNet and CodeGen address different domains and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet vs CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-Text dual encoder vs CodeGen are different implementations." + "reason": "UperNet and CodeGen are separate model families; not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs VisionEncoderDecoder are separate model families." + "reason": "Depth Anything and VisionEncoderDecoder are different implementations with only the tracing refactor in common." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything vs SpeechEncoderDecoder are unrelated code paths." + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated model code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything vs SuperPoint are unrelated model implementations." + "reason": "Depth Anything vs SuperPoint is a different underlying model change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything vs RWKV are different architectures." + "reason": "Separate model families; same broad initiative, not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything vs DPR are unrelated model paths." + "reason": "Depth estimation and DPR retrieval code paths are distinct." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are distinct wrappers; not the same change." + "reason": "VisionEncoderDecoder and RWKV are unrelated model architectures." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint are unrelated code paths." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct implementations, not one bug." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder vs RWKV are different model families." + "reason": "Different models and different output handling; not mergeable into one PR." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder vs DPR are unrelated implementations." + "reason": "VisionEncoderDecoder and DPR do not share the same concrete code path." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder vs SuperPoint are different model paths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the refactor motif matches." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder vs RWKV are unrelated architectures." + "reason": "SpeechEncoderDecoder and RWKV are different subsystems and models." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR are different code paths." + "reason": "Speech encoder-decoder vs DPR is not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint vs RWKV are unrelated model implementations." + "reason": "SuperPoint and RWKV are separate model code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR are different code paths." + "reason": "SuperPoint and DPR are unrelated implementations." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV vs DPR are unrelated model families." + "reason": "RWKV and DPR are different model families; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Model code refactor vs docs-only toctree edit; unrelated changes." + "reason": "Model refactor vs docs-toctree cleanup; these do not address the same code path." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Model code refactor vs docs-only toctree edit; unrelated changes." + "reason": "VisionEncoderDecoder implementation change is unrelated to a docs navigation fix." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "Model code refactor vs docs-only toctree edit; unrelated changes." + "reason": "UnivNet output tracing and documentation tree changes are not the same artifact." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Model code refactor vs docs-only toctree edit; unrelated changes." + "reason": "UperNet model refactor vs docs-only toctree edit; not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Model code refactor vs docs-only toctree edit; unrelated changes." + "reason": "timm_backbone code change and docs tree rearrangement are completely different." } ] }, @@ -19517,8 +19603,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ @@ -19531,52 +19617,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "5abf70594dffdac0306fb70326d5db90eca828859196b9e7e2076574713ca9b8", + "prepared_review_unit_hash": "b0de6cad4a4a37dee366cc2a428cb8d53f2b50d2c885431ec9e9e8b464fd35ed", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "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": 10912, - "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": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share generic HF wiring files, but they target different models, different code paths, and different upstream tasks, so they are not duplicates.", + "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share boilerplate Transformers registration and docs work, but they do not fix the same underlying bug or implement the same model, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR adds a different model with distinct configs, processors, and modeling code, so there is no duplicate cluster to collapse.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest standalone representative: it is a full model addition with conversion code, tests, and broad integration, while the others are either a draft or an unrelated model implementation.", + "best_pr_reason": "None of these is a duplicate of the others; if forced to pick one representative, PR #45075 is the most complete/central, but it is still a separate model addition and not a canonical merge target for the group.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and different implementations (PenguinVL vs Voxtral TTS). The overlap is only shared registration/docs plumbing, not the same bug or change." + "reason": "Different models (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are generic boilerplate, not the same code-path change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Unrelated model additions for different architectures and tasks. Shared auto-mapping and docs files are expected for any new model, not evidence of duplication." + "reason": "Different model additions with separate configs, processors, and tests; overlap is only in shared model-registration scaffolding." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different concrete changes: DeepSeek-OCR-2 vision/OCR model vs Voxtral TTS speech model. They touch similar integration files but fix/add entirely separate code paths." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations; they touch similar framework plumbing but do not implement the same fix or feature." } ] }, @@ -19595,8 +19681,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -19606,12 +19692,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0128bde623a28b227d67692204923896334f6472aa9796418a3bb986c043b3fd", + "prepared_review_unit_hash": "65ef301b2522221b9513330843ba564b59f966e839194ea70e4212fcc5ee598b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19619,7 +19705,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19628,18 +19714,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel-fusion feature PRs, but they implement different layers of the stack: one introduces a generic module fusion API, while the other adds KernelConfig-driven n-to-1 fusion integration and an example. They are not duplicates.", - "confidence": 0.91, + "summary": "These are related fusion-feature PRs, but they target different layers: PR #44979 introduces a new module-fusion API and tests, while PR #45363 wires kernel fusion through `KernelConfig` with integration changes and an example. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational and self-contained feature: it adds a new `Module Fusion API` with its own implementation and tests, making it the best representative of the underlying cluster theme.", + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the core `Module Fusion API` and tests, making it the better representative of the broader fusion work.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the broader end-user-facing integration of kernel fusion via `KernelConfig`, touching runtime plumbing and an example, so it is the strongest single PR for the practical feature direction.", + "best_pr_reason": "PR #44979 is the best single representative of the cluster because it defines the underlying API surface rather than one specific integration path; #45363 is a narrower, draft kernel-fusion application of that idea.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but not the same concrete change. #44979 adds a generic module-fusion API, while #45363 adds KernelConfig-based n-to-1 fusion integration and example usage; they would not plausibly merge as one duplicate PR." + "reason": "Related fusion efforts, but they change different code paths and scopes: generic module-fusion API vs `KernelConfig`-driven kernel fusion integration. They are not the same underlying bug/change and would not plausibly be merged into one PR." } ] }, @@ -19658,8 +19744,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -19669,12 +19755,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2d800f4c74ef4dd36824e0f767f7478ee7697429eb17359f73984b8c3d0aa3ec", + "prepared_review_unit_hash": "6e71b7f1e6e155b943bc5a608c749ae8e0167e8f45b4ba5d1f47aa54f8170dd6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -19682,7 +19768,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -19691,18 +19777,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patching AttributeError in the same function and file, with 45317 appearing to be a follow-up/expanded version of 45086 that adds tests.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral tokenizer AttributeError by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer in _patch_mistral_regex; 45317 is the more complete version because it includes the test update.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it covers the same fix as 45086 but is more complete, including test changes and more discussion activity.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus accompanying test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative of the cluster: same concrete bug fix, same code path, and it adds validation via tests, making it the best stand-alone PR for this issue.", + "best_pr_reason": "PR 45317 is the best overall PR in the cluster since it fully addresses the bug and adds regression tests, whereas 45086 is a smaller, less complete variant.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in _patch_mistral_regex, same file and issue target, and the second PR is essentially the same fix plus tests rather than a different change." + "reason": "Same concrete bug and same code-path fix in the same file; 45317 appears to be an expanded follow-up with tests rather than a different change." } ] }, @@ -19721,8 +19807,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -19732,12 +19818,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "8fb0f926f81cb1f4135ca2b2bb29ce30f99835e864588285ea85bac1deb19ad0", + "prepared_review_unit_hash": "0f6d5813342015deac94930ca5809e894d7848a98a64cade3dc04f943b00b7be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -19745,7 +19831,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -19754,18 +19840,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH, but they are not the same change: #45115 is a conversion/refactor toward GraniteMoeHybrid-compatible inheritance, while #45569 is a broader model split introducing NemotronH dense/sparse variants plus docs and auto-mapping updates. They should not be deduplicated.", - "confidence": 0.9, + "summary": "These are related NemotronH refactors, but they are not duplicates: one is a targeted inheritance/conversion-mapping refactor, while the other is a broader split into NemotronH dense/sparse variants with docs and auto-mapping updates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR: #45115 and #45569 address different code paths and scopes within NemotronH rather than the same concrete fix.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, later-stage change that introduces the concrete NemotronH dense/sparse model split and the backward-compat dispatcher, which subsumes the narrower refactor work.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the better representative PR for the cluster because it is broader and more complete, covering the dedicated NemotronH dense/sparse model split and associated integration changes.", + "best_pr_reason": "PR #45569 is the strongest single PR in the cluster: it covers the main architecture restructuring, model registrations, docs, and tests, so it is the most complete artifact to represent the change set.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but #45115 is a targeted conversion-mapping/inheritance refactor while #45569 restructures the model into dense/sparse variants with docs and auto-class updates. Different underlying changes, not mergeable as one duplicate PR." + "reason": "They overlap on NemotronH internals, but they address different change scopes: #45115 focuses on GraniteMoeHybrid-style inheritance and conversion key renaming, while #45569 adds separate dense/sparse model packages and a dispatcher. Shared files and topic alone are not enough to treat them as the same underlying PR." } ] }, @@ -19784,8 +19870,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -19795,7 +19881,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6289851ccc737cd6b8fc57e885c7770ad7fa9ef1213d05014240fde1315a0ece", + "prepared_review_unit_hash": "c84be366445c8d34bce31c4a41436c356a9cb56561486e4c777e8d52bdd99bcf", "component_budget": { "node_count": 2, "item_count": 2, @@ -19817,18 +19903,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related but not duplicates: one adds heterogeneous configuration plumbing, while the other builds broader heterogeneous model/runtime support on top of it. They touch overlapping files because the model-support PR depends on the config support, but they are distinct changes and not the same fix/feature.", - "confidence": 0.91, + "summary": "These are related feature PRs for heterogeneous-layer support, but they are not duplicates: one introduces per-layer config primitives, while the other builds on that to add model/cache/masking integration.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader end-to-end feature PR: it includes the runtime/model changes, cache/masking updates, and tests, while #45333 is narrower foundational config plumbing.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support and includes the downstream modeling/cache changes, making it the better representative of the feature cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest cluster anchor since it covers the most user-visible functionality and the wider code path impacted by heterogeneous support.", + "best_pr_reason": "PR #45332 is the most complete and central PR in the set; PR #45333 is narrower and mainly provides the config foundation used by the larger modeling work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Shared heterogeneity/config infrastructure, but different scope: #45333 adds per-layer config support, while #45332 adds heterogeneous modeling/runtime behavior. They would not plausibly be merged as one duplicate PR." + "reason": "Related but not the same concrete change. #45333 adds heterogeneous per-layer config support; #45332 adds model/runtime support that consumes it. They could be sequenced, but they are not duplicate fixes and would not naturally merge into one PR without collapsing distinct layers of work." } ] }, @@ -19847,8 +19933,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -19858,7 +19944,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "788b84e897a4369a96032119ae1332cdc2b3cecf44cb44f923d2c76879435e1f", + "prepared_review_unit_hash": "bc44d7c6ad171aa9892bdb0f143381e521ec29f1f45df912f896de3653b2941d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19880,18 +19966,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate typing-focused PRs. PR 45415 is a broad mechanical type-checking pass across many transformer modules, while PR 45425 adds specific typing protocols/helpers and related adjustments. They overlap in a few files but not in the same concrete change or bug fix.", - "confidence": 0.92, + "summary": "Two open PRs in the same typing area, but they address different changes: one is a broad repo-wide type-checking sweep, the other adds typing helper protocols and related modeling_utils support. They overlap in files and theme, but not in the same concrete fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it targets a specific typing gap with concrete helper protocols and narrow follow-up changes, whereas PR 45415 is a large broad-sweep type-checking pass.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it introduces type-checking adjustments across many transformers modules and the type-check config, making it the more representative PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the stronger standalone PR: it is more focused, more cohesive, and easier to merge as a single change set than the wide-ranging type-annotation sweep in PR 45415.", + "best_pr_reason": "PR 45415 is the best representative because it spans the widest set of files and appears to be the main typing cleanup effort, while PR 45425 is a narrower follow-up around typing helpers and modeling_utils.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they do not fix the same underlying problem. PR 45415 is a broad annotation/type-ignore cleanup across many files; PR 45425 adds specific typing protocols and utility fixes in a different code path. Shared files alone are not enough to treat them as duplicates." + "reason": "Both are typing-related and touch some of the same files, but they do not appear to fix the same underlying bug or implement the same change. 45415 is a broad type-checking sweep; 45425 adds specific typing protocols and helper support." } ] }, @@ -19910,8 +19996,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45487-5", "nodes": [ @@ -19928,12 +20014,12 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "be8cbaedf4f262355bfc732659cb71f8c3abe5037793bf873db5f1e1a2fb230d", + "prepared_review_unit_hash": "17b789f14575791dc5fa633986897769e0a1303631da9bc8f7374beda5c1dfaf", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12530, + "serialized_chars": 12532, "estimated_input_tokens": 3133, "estimated_eval_tokens": 6522 }, @@ -19941,7 +20027,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12530, + "serialized_chars": 12532, "estimated_input_tokens": 3133, "estimated_eval_tokens": 6522 }, @@ -19950,42 +20036,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another overall: they split into three different themes\u2014model device-placement fixes, distributed-test wording updates, and test expectation updates for unrelated suites. The only close resemblance is between the model-parallel PRs, but they still target different model code paths and should not be merged as one change.", - "confidence": 0.91, + "summary": "These PRs are all accelerator/device-compatibility or test-expectation changes, but they target different models, pipelines, and test suites. They are related by theme, not the same underlying bug or mergeable change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the broadest and most substantive fix: it addresses an actual model-parallel device placement bug across several model implementations, not just a test adjustment.", + "canonical_pr_reason": "PR 46109 is the broadest and most central change in the set: it updates shared distributed trainer test expectations for device naming across backends, rather than a single model- or pipeline-specific case.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative of the cluster because it fixes a real runtime bug in core model code and has the clearest production impact.", + "best_pr_reason": "PR 46109 is the best representative of the cluster because it addresses generic distributed test compatibility and has the widest scope among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are device-placement fixes for model parallelism, but they touch different concrete model code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio) and do not look like the same underlying bug." + "reason": "Both are model-parallel/device-placement fixes, but they apply to different model code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio) and are not the same bug." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "45487 fixes model code; 46151 only updates test expectations for pipeline outputs. Same broad theme of test/runtime compatibility, but not the same bug or change." + "reason": "One fixes model parallel behavior in model implementations; the other adjusts pipeline test expectations. Different subsystems and different problems." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "Qwen2-Audio runtime masking logic and token-classification test expectations are unrelated changes, despite both mentioning accelerator compatibility." + "reason": "Both touch accelerator support, but one fixes audio feature masking on device in Qwen2-Audio, while the other changes token-classification test expectations. Not mergeable as one fix." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "These are both test-only changes, but they affect different distributed-trainer vs pipeline test suites and different issues; not one underlying change." + "reason": "Both are test-side accelerator compatibility updates, but they cover different suites and different assertions, so they are related only by theme." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Both are test expectation updates, but for different model/pipeline areas with no shared code path or same concrete bug." + "reason": "Both add accelerator-aware test expectations, but Kosmos2.5 integration behavior and token-classification pipeline expectations are separate changes." } ] }, @@ -20004,8 +20090,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45513-3", "nodes": [ @@ -20017,12 +20103,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "e5890af0825d84e02e814b57a6f4e042b526fed41454c837e9ee58357ab32d86", + "prepared_review_unit_hash": "b88ac051b8c408ee3575ecd08ee719f9d2611a586d51aa64b44c402af8ab6e38", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20030,7 +20116,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20039,30 +20125,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about the same Mamba2 cache-length bug, while the Qwen3.5 PR is a separate model-specific fix. The Mamba2 docs+code PR is the best representative of the shared bug fix.", - "confidence": 0.91, + "summary": "One Mamba2 cached-forward bug appears in two closely related PRs; the Qwen3.5/OLMo hybrid PR is a separate model-specific fix and should not be merged with Mamba2 work.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46098 is the broadest, most complete Mamba2 fix: it targets the same issue, covers the same code path, and includes tests/docs in addition to the implementation change.", + "canonical_pr_reason": "PR #46098 is the best canonical representative: it has the clearest problem statement, explicit issue target, and a fuller fix scope (code plus tests/docs) for the same Mamba2 seq_len>1 cached-forward bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46098 best represents the cluster because it addresses the shared Mamba2 use_cache seq_len>1 bug with the most complete scope and supporting updates.", + "best_pr_reason": "PR #46098 is the strongest overall candidate because it most completely captures the Mamba2 use_cache seq_len>1 bug and its validation, while #46084 looks like a narrower code-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different code paths: Qwen3.5 GDN linear attention vs Mamba2 cache handling. Similar symptom, but not the same underlying change." + "reason": "Different underlying bugs and code paths: #45513 is about Qwen3.5/OLMo hybrid linear-attention cached forward, while #46084 fixes Mamba2 cached forward for seq_len>1. Similar symptom, not the same change." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 use_cache seq_len>1 bug in the same module and same issue target; 46098 appears to be the broader, more complete version of the same fix." + "reason": "Same concrete Mamba2 bug: cached forward with seq_len>1. Both touch the same modeling/test area and target the same issue; #46098 is essentially a broader version of the same fix rather than a different change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: 46084 and 46098 share the same Mamba2 `use_cache`/`seq_len > 1` issue target and code path, while 45513 is a different model-family/code-path fix. The mergeability judgment for 46084 + 46098 is conservative and reasonable, and the best-PR choice for 46098 is supported by its broader scope (docs + tests + implementation)." + "feedback": "The summary is grounded in the packet: PR #45513 is a different model-specific fix (Qwen3.5/OLMo hybrid), while #46084 and #46098 both target the same Mamba2 use_cache seq_len>1 bug and appear mergeable as alternative/overlapping fixes. The soft-edge verdicts are conservative enough based on the shared issue target and filenames for the Mamba2 pair." }, "evaluator_used": true, "retried": false, @@ -20078,8 +20164,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -20089,12 +20175,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "dee3acf86fc055c7478981185eb4a3b15fbdcba1b4ad5c608aeb5b4f28ff672b", + "prepared_review_unit_hash": "0c664fb2b686a0a29bff18064dd630b9e87a41705836e3466ed98c867625c0e8", "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 }, @@ -20102,7 +20188,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20111,18 +20197,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (expert-parallel loading), but they fix different bugs in different code paths: one is config/ZeRO-3 launch handling, the other is shard-preservation during EP/FSDP2 parameter loading.", - "confidence": 0.91, + "summary": "Both PRs concern expert-parallel loading paths, but they fix different failures: one strips/reads distributed_config for EP + ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not the same bug or mergeable change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative because it fixes the actual parameter-assignment path and spans the EP/FSDP2 loading logic where the corruption occurs; PR 45548 is narrower and mostly about config serialization/feature detection for a different loading scenario.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a more concrete EP failure mode in the loading/sharding path and includes the core fix around post-shard wrapping of parameters.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best overall fit for the cluster because it addresses a concrete runtime failure mode in loading/sharding behavior, with broader and more central code-path changes than 45548.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific, reproducible expert-overwrite bug in the distributed loading path and has the most direct code-path coverage in the diff.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert-parallel loading, but 45548 targets distributed_config serialization and an EP capability flag for DeepSpeed ZeRO-3/accelerate launch, while 45662 fixes parameter wrapping during model loading to stop expert weights being overwritten under FSDP2. Different underlying bugs and not plausibly one merged PR." + "reason": "Different underlying bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast via post-shard handling. Shared EP context is not enough to treat them as duplicates." } ] }, @@ -20141,8 +20227,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -20152,12 +20238,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1071af12868f40796d4fb774c7ec29d14db6adc3ed0714e94b323ad2b20b112b", + "prepared_review_unit_hash": "f401cc3f6991a785564669c643f4b8437c2cce7d645c9d2440ee47077caf3ed3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20165,7 +20251,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20174,18 +20260,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-safe captured_info logging problem in testing_utils; 45645 is the broader, more complete fix and appears to subsume 45639.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist captured_info collision problem and share the same core `testing_utils.py` fix; PR 45645 is the broader, more complete version with CI log handling, so it is the better canonical PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the stronger canonical choice because it contains the core testing_utils fix plus the CI/workflow handling needed to preserve and aggregate multiple captured_info files, making it the more complete implementation.", + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it contains the same core xdist-safe `captured_info` fix as 45639 plus the additional workflow changes needed to consume multiple `captured_info*.txt` files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall PR because it addresses the same underlying bug with the xdist-safe output path change and also updates downstream consumers, so it is more likely to fully resolve the issue.", + "best_pr_reason": "PR 45645 best represents the full change set for the underlying bug: it fixes the artifact collision in `testing_utils.py` and also updates the CI workflow to preserve and aggregate the resulting logs.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist collision fix. 45639 is a narrower subset of the broader 45645 change set, and the overlapping testing_utils/test adjustments make them plausibly mergeable into one PR." + "reason": "Same underlying bug: xdist collisions in patched testing/captured_info artifacts. The second PR includes the first PR's core code-path fix and extends it with workflow support, so they are mergeable into one broader fix." } ] }, @@ -20270,8 +20356,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46069-3", "nodes": [ @@ -20284,12 +20370,12 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "a49e24056b0490895a8cdd3da402498368a40575ef0c42bbe31b2e91ce74d5d6", + "prepared_review_unit_hash": "41ed94dd694fe687845e9e3ac1139c16164a9703be2a30da54effce9f2c9a3d8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7264, + "serialized_chars": 7263, "estimated_input_tokens": 1816, "estimated_eval_tokens": 3888 }, @@ -20297,7 +20383,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7264, + "serialized_chars": 7263, "estimated_input_tokens": 1816, "estimated_eval_tokens": 3888 }, @@ -20306,30 +20392,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific additions for `attn_implementation`/SDPA dispatch, but they target different architectures and code paths. They are related in theme, not duplicates.", - "confidence": 0.95, + "summary": "These are three separate model-specific PRs all about SDPA/attention-dispatch support. They share a theme, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46154 is the strongest representative: it has the clearest feature scope (`attn_implementation=sdpa` dispatch), touches model code plus multiple test files, and looks like the most complete implementation among the three.", + "canonical_pr_reason": "No single canonical duplicate PR exists here; the three changes are model-specific implementations for different code paths. If a representative is needed, PR #46154 is the broadest, but it is not interchangeable with the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the best single PR to represent this cluster because it is the most fully fleshed-out SDPA dispatch support change and has broader validation coverage.", + "best_pr_reason": "PR #46154 is the most representative only in the loose sense that it is a clear SDPA-dispatch implementation PR, but it still cannot stand in for the CTRL or ShieldGemma2 changes because those are separate model integrations.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both add SDPA/attention dispatch support, but for different models (ShieldGemma2 vs CTRL) with different files and code paths, so they are not the same underlying change." + "reason": "Both add attention-dispatch support, but for different models (ShieldGemma2 vs CTRL) and different code paths; too broad to be the same underlying change." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Same broad feature area, but these are separate model implementations (ShieldGemma2 vs T5) and not a single mergeable code-path fix." + "reason": "Shared SDPA/attention-dispatch theme, but the PRs modify different model implementations (ShieldGemma2 vs T5) and are not mergeable as one concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are model-specific SDPA dispatch PRs, but they target different architectures and cannot plausibly be merged into one duplicate fix." + "reason": "Both are SDPA-dispatch PRs, but they apply to unrelated model code paths (CTRL vs T5); similarity is thematic, not duplicate-level." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 9fe07178469606889ecb93c95e5e98690c18009e..ceb5cce74990a5a21f95e6c4d91c1c852d9848da 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260524t060021z", + "analysis_id": "hybrid-model-20260524t120021z", "archived_artifacts": { - "hybrid": "snapshots/20260524T060021Z/analysis-runs/hybrid-model-20260524t060021z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260524T060021Z/analysis-runs/hybrid-model-20260524t060021z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-24T06:02:26Z", + "published_at": "2026-05-24T12:08:50Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": 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"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 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "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/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a300124ede27869d99cb1f46e3f1c7dd47c2ba7f --- /dev/null +++ b/snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20430 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260524T120021Z", + "generated_at": "2026-05-24T12:08:48Z", + "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-10000-427", + "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", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:44918|issue:46165", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:44805|issue:44918", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "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:34928|issue:41720", + "issue:43828|issue:45161", + "issue:44918|issue:45161", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "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:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "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": "440f73b75fb39bce4a891b4e415b4934ee48d9e8b298bc36cea096ef0e0727ec", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + 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The strongest duplicate clusters are the DeepSpeed ZeRO-3 BERT index error pair and the v5 AutoTokenizer wrong-token-ID regression pair.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest, clearest statement of the v5 AutoTokenizer token-ID regression across multiple model families, making it the best representative of the accepted tokenizer duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue representative: it captures a concrete, widely applicable regression with a clear shared symptom and broader scope than the narrower variant in 45812.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: config attribute lookup vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated accelerator/device issues; no shared code path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures, only broad GPU-related similarity." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device problems, but on different models and paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model classes and failure modes; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Distinct model-specific inference/runtime issues." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different subsystem and symptom: export error vs FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: task crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they refer to different removed features." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different shape/device problems in different model paths." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Training-trainer embedding issue vs resume/trust-remote-code issue." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve errors, but the model/setup and failure mechanism differ." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different zero3/BERT setup than the mask-shape mismatch issue." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different symptoms and code paths." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training resume failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different training-time issues with no shared concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config field regression vs resume-training problem." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures and different model types." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug, just reported with different BERT variants." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both are tokenizer/model issues, but they target different model families and symptoms." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel issue are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention ZeRO-3, but the model/setup and error differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs gaps: pipeline tasks vs run command." + }, + { + "left": "issue:43716", + "right": "issue:45560", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths and different backend-specific failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both touch loss/type handling, but not the same concrete bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature change are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and documentation issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP mismatch is unrelated to import failure." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different concrete models and errors." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different removed API/docs references; not the same doc change." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/backend failure vs task-level crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-mapping bug are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems: Liger kernel vs multimodal video processing." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading implementation bug and documentation issue are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and model implementation bug are different problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "GPU model runtime failure and docs cleanup are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicate pairs are supported by the issue titles and descriptions: 43596/43638 for the shared ZeRO-3 BERT index error, and 45812/45920 for the v5 AutoTokenizer wrong-token-ID regression. The broader representative choice of 45920 is also well supported by 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": 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-10000-427", + "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:43854|issue:43866", + "issue:43792|issue:45901", + "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:43296|issue:43366", + "issue:43572|issue:45070", + "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:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "53ee0d8b10b93163d7afd56be9d8d053346fb6a9f29e5971172f927252b29427", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39127, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, dtype, zero3, and version-regression reports that only share generic error shapes. I found one plausible duplicate pair around SigLIP2 bad outputs, but the rest do not look like the same underlying bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43994 is the most concrete representative of the only plausible duplicate subcluster: it names the exact SigLIP2 checkpoint and describes the same bad-output regression more explicitly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the clearest and most actionable issue in the cluster, with a specific model and reproducible symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE configuration issue; different model families and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are loading problems, but one is a GLM-4.7-Flash unit-test load failure and the other is a corrupted Ovis2 checkpoint; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated models and code paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero3/Bert out-of-bounds error; too different to merge." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A generic Torch compatibility complaint and a pydantic PretrainedConfig regression are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve version/deepspeed-style breakage, but one is a zero3/Bert index error and the other is a torch/transformers incompatibility report; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek tokenization/ detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure versus a Config/pydantic regression; no shared underlying code path." + }, + { + "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 inference API failure; too little evidence they are the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 load/runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 PLE device mismatch are different model versions and different failures." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference and an MPS histogram-int error in MoE code are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weights bug in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both touch MoE-related code, but one is a grouped_mm tracing error and the other is an MPS histogram limitation; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related MoE failures, but one occurs during torch dynamo tracing on Mixtral and the other under autocast on Phi-tiny-MoE; not clearly the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a compile/template-node TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window attribute regression have no common underlying bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are distinct regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-size mismatch and the other is a zero3/Gemma3 load failure; not the same concrete problem." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different requests/issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel-only failure are different model/runtime problems." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights translation-model behavior are separate issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming inference failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights TypeError and a pydantic PretrainedConfig regression differ in cause and scope." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are broad version-regression reports, but they target different incompatibilities and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and pydantic Config regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage support are different runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3/index errors, but one is a mask mismatch and the other is a BertModel zero-size index failure; too different to treat as duplicates." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing poor or nonsensical outputs, likely the same underlying regression in the model/processor path." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend issue and a torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about unwrapping text_config for composite Qwen configs; the other is an uninitialized-memory issue in Qwen3_5MoeTextRotaryEmbedding. Related model family, but not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape RuntimeError and TRL embedding unpacking failure are different training failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 TRL embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a cache-path collision for local leaf directory names and the other is loading the wrong custom module after save/load; related area, different concrete problem." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression and flash-attn fallback selection are distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weights bug and translation-model tied-weight issues are both about weights, but the model families and failure modes differ too much." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The one accepted SigLIP2 pair is plausibly related, and the rest are appropriately rejected as too different in model family, failure mode, or code path. No PR-pair mergeability issue applies 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": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "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:43782", + "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:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "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:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "e39ff67ea0e70153491c7ec7cde6c1cf5e52e28fc923a73e7ecce3136d4868c7", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37512, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-loading, quantization, or docs issues. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer regression: 43644, 43950, and 44534 all describe the same underlying bug; 43950 is the best canonical representative.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the strongest canonical: it states the regression clearly, names the affected API (`from_pretrained()`), and describes the non-persistent buffer corruption in a broadly reusable way.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best captures the shared bug with the clearest, most actionable description and the broadest scope among the duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: one is a FineGrainedFP8Config failure on Qwen3Moe; the other is fallback logic being blocked for flash-attn2." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different failures: Qwen3.5 cache group-type crash vs tied-weights handling in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Model checkpoint loading failure for NemotronH is not the same bug as tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the docs removal of the transformers run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoE invalid-method calls are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same issue as stale docs about a removed CLI command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific inference issues: detokenization bug vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying bug; these affect different models and failure modes." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 regression where non-persistent buffers get corrupted/junk values during loading." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig`; the other is broader model-loading breakage in recent versions." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise during loading is not the same bug as failure to load a specific model checkpoint." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are related only at a very broad level, not the same underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A generic model-loading failure is not the same as a missing `all_tied_weights_keys` attribute on a different model class." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5 rotary/position handling, but one is a Flash Attention crash from misread `position_ids`; the other is CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state rebuilding and Qwen3_5Moe buffer materialization are different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging and Molmo tied-weights attribute absence are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse SigLIP2 text embeddings are not the same defect." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "The failures differ in mechanism and symptom; shared model family alone is not enough." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; not a duplicate." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to GLM-4V loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness is a different issue from int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a performance complaint and the other is an implementation discrepancy versus JAX." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are distinct issues." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU support failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is not the same as broader remote-code breakage in recent transformers versions." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but different models and no evidence of a shared bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA/gradient-checkpointing behavior is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and error types; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error and generic GLM5 issue are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both concern buffer initialization regressions, but 45902 is a model-specific meta-to-empty materialization bug and not clearly the same duplicate as the broader from_pretrained buffer-corruption issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clear duplicate cluster is the non-persistent buffer regression around 43644/43950/44534, and choosing 43950 as canonical is well supported by the packet. The other soft-edge rejections are suitably conservative and do not overclaim duplication." + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "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: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:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:43940|issue:45313", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "b4152ad354a5a2b499f2811c304cc60ca67676ab1e9b975a06006e97eb7157f5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38071, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with a few clear duplicate pairs. The strongest true matches are the docs pipeline-removal reports, the `_is_hf_initialized` loading error, the mask shape mismatch, and the Qwen3 VL video regression; most other soft links are only broad subsystem similarity.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated bugs. If one issue must anchor the true duplicate set, issue 43872 is the best candidate: it is a concrete, well-scoped bug and has a near-exact later duplicate in 44291.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the strongest overall issue candidate because it names a specific failure mode, has a very close duplicate with the same `_is_hf_initialized` symptom, and is more concrete than the broader/looser matches elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Both concern MOE/device behavior, but one is an MPS histogram error and the other is a device-mismatch forward bug; different symptoms and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "One is an import error for Qwen2.5-VL, the other is a bitsandbytes/_is_hf_initialized constructor incompatibility; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attention fallback gating; unrelated concrete problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 LoRA warnings/issues, but one is a hf4.x/hf5.x weight-compatibility problem and the other is a tie_word_embeddings warning; not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions are broader than this specific Gemma4 PLE device-map mismatch; no shared concrete code-path shown." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs general remote_code breakage; too broad and not the same failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different runtime failure from a Gemma4 device placement bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback gating; completely different subsystems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regressions and a Kimi-K2.5 tokenizer codec regression are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and silent non-persistent buffer corruption are different model-loading bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup problem: removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds in a non-pretrained Bert setup is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "A Qwen3 MOE weight-conversion issue under accelerate+deepspeed is not the same as a broad remote_code regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run may involve audio feature extraction, but the titles do not identify the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are distinct problems." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` incompatibility when constructing/loading quantized or empty-initialized params." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve loading/model-init regressions, but one is Qwen3 MOE weight conversion and the other is bitsandbytes init-arg incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared concrete root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwargs and mask/tensor shape mismatch are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion under deepspeed is not the same as incorrect gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen ZeRO-3 weight-loading issues, but the model variants and reported failures differ enough that they are not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness and a missing supports_gradient_checkpointing flag are related but not the same concrete issue." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; too little evidence of a single underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from 3D position_ids/SDPA fallback and a flash_attention s_aux crash are separate runtime issues." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "The CLIPTokenizer max-length issue is unrelated to the `_is_hf_initialized` loading incompatibility." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/index shape-mismatch error pattern, with the later issue restating the same failure." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/loading complaints, but they concern different models and do not show the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen VL video-input regressions in v5.3.0, and the StopIteration report looks like a concrete instance of the broader video bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor void-segmentation failure; different code paths and bugs." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Qwen3.5-MOE uninitialized-memory bug are different model internals." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and an autocast dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft matches are well supported by the issue titles/bodies, especially 43872\u219444291, 41093\u219444805, and 43827\u219444509. The rejected links are generally cautious and do not overclaim shared root cause. The overall characterization of a heterogeneous cluster with a few clear duplicate pairs is consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "7d4dd8aab128e01c51a838e404d35c523e9f5cd9d4a3a388d7c237083538de9c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one tight duplicate cluster; it contains several separate bug themes. The only strong duplicate-like pairs are the custom model initialization regressions, the non-persistent buffer regression, the SigLIP2 output regression, and the two \"cannot load BERT checkpoint\" reports. Most other soft edges are broader same-subreddit similarities but not the same underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the strongest duplicate-style theme here: Transformers 5.0.0 breaking custom model initialization. It is more general than the notebook-specific variant and best serves as the anchor for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the core regression in a concise, general form and aligns with the clearest issue-level duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same family (Gemma4) but different failures: an FSDP2 shared_kv_states KeyError vs a device_map=\"auto\" device mismatch in forward." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated changes: GGUF/gpt-oss support vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are load/runtime regressions, but one is non-persistent buffer corruption and the other is a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: missing Qwen2_5_VL import symbol vs model loading on torch.device(\"meta\")." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video embedding StopIteration vs an MPS histogram error in moe." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile-related, but they affect different models and bugs: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention 3D position_ids handling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Same project area but not the same bug: Qwen3-MoE FineGrainedFP8Config failure vs meta-device model loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0.0 breaking custom model initialization, with one report being notebook-specific and the other generic." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: GGUF/gpt-oss support vs missing Float8 storage type during load." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 problems: video embedding StopIteration vs SFT trainer input-embedding unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared bug: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import breakage vs Qwen3-MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: tokenizer mapping/add-new-model-like failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and models: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Both involve model setup, but one is the _is_hf_initialized flag regression and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 inference regression: zero probabilities / nonsensical outputs from the same model family and likely the same loading or processor mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO-3 index error on non-pretrained Bert vs tokenizer-mapping-related add-new-model-like failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Bert/Zero3 index error vs add-new-model-like behavior with TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No common underlying bug: tokenizer-model registration issue vs generic mask shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation problems affecting different models (granite_speech vs tiny-random glm4v)." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and likely different fixes: gpu+cpu offload dequantized loading vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk; the titles are two phrasings of the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but not the same bug: zero probabilities at inference vs documentation example errors and quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different regressions: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x vs BitNet AutoBitLinear packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related runtime failures, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure in Qwen3-MoE." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and bugs: GLM5 vs Qwen3.5 Flash Attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different issues: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same loading regression for specific BERT checkpoints in the current/latest version, likely the same underlying model-loading incompatibility." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated problems: Qwen3-MoE LoRA compatibility vs Gemma4 resize_token_embeddings not updating tied outputs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different trainer/optimizer bugs: resume_from_checkpoint max_steps miscalculation vs SGD args being ignored." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative in the soft-edge calls. The accepted pairs are all plausibly same-bug matches from the titles alone, and the rejected pairs are generally supported by differing models or root causes. I didn\u2019t see an overstatement severe enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "c60da88ab098a8817a69355d540b6920ac65be97eb1e309b0f5f047a972a08a2", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38639, + "estimated_input_tokens": 9660, + "estimated_eval_tokens": 19576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. The only clear duplicate family is the resize_token_embeddings propagation bug spanning a generic report and closely related model-specific variants; the remaining pairs are broad similarity matches that should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45276 is the best anchor for the resize_token_embeddings family because it states the concrete failure mode (`embed_tokens_per_layer` / `output_embeddings` not updating), while 45292 is the generic symptom report and 45335 is a related model-variant report of the same behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the clearest issue in the set because it gives the most specific, model-grounded description of the only real duplicate family in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and different concrete failures: GLM-4.7 test loading versus Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different problems: Qwen3 MoE load/offload behavior versus GLM-4.7 model loading in tests." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Similar loading symptom, but different models and no evidence of a shared tokenizer/config code path." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is incorrect outputs in AutoModel/pipeline; different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is about non-persistent buffers and the other is notebook/custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is offloading/quantization behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 LoRA compatibility across versions and a Qwen3-VL weight-shape load error are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different entrypoints and failures: Qwen3.5 chat crashes versus Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training-memory efficiency and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a broad model-specific issue, while the other is a save/load corruption report for quantized models; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "No overlap beyond versioned regressions: Qwen3 MoE LoRA compatibility versus generic resize_token_embeddings propagation." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete failures differ: 3D position_ids misinterpretation versus an s_aux=None attribute crash." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and the unexpected _is_hf_initialized argument in init_empty_weights are separate code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not propagating correctly to tied output/decoder embeddings across related model variants." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different models and are not clearly the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto device-map CUDA assert versus AudioFlamingo3 batched token/embedding leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different bug classes; no shared duplicate evidence." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "A tokenizer vocab mismatch and a model loading failure are different problems on different models." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT behavior and an Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is offloading/quantization semantics and the other is reserved-memory growth under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen composite config unwrapping are different model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights arguments and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 attention-state rebuilding and Qwen3.5 MoE rotary offload incompatibility are separate failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load problems on different models; no shared concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Gemma4 attention-state rebuilding are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and Strix Halo mmap OOM avoidance are not the same underlying issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap-induced OOM are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained checkpoint corruption are distinct regression points." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45292 is the generic symptom report and 45276 is the model-specific instance." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode limitation." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitations and Qwen3.5 SDPA/math fallback NaNs are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main duplicate-family conclusion is plausible, but parts of the rationale are not fully grounded in the packet. In particular, the claim that issue 45276 has the \"strongest duplicate links\" is unsupported here because the packet shows no explicit duplicate links for these issues, only similarity signals and inbound references. The soft-edge decisions themselves are mostly conservative, but the summary/reasoning should avoid asserting link evidence that is not present in the packet." + }, + "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": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "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:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "602ff621902f2f5fe0ca033c45e2055532c05a6aa241d4563b76e3a97867ec53", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37359, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers 5.x regression reports, not a tight duplicate set. The only clear duplicate-like pairs are the two `resize_token_embeddings` bugs and the two Qwen3-VL MoE loading failures.", + "confidence": 0.31, + "canonical_issue_reason": "`issue:43646` is the broadest umbrella-style report in the set: a generic Transformers 5.0 custom-model initialization breakage, without being tied to one narrow model or environment.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43646` is the best single representative of the cluster because it is the most general and reusable issue title among mostly unrelated regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Different custom-model save/load failures: permissions propagation vs wrong module resolution after save." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated regressions in different model families and config paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash vs Gemma FSDP shared-state bug; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init regression vs Trainer `max_steps` resume math; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model init issue vs `extra_state` save/load handling; different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report `resize_token_embeddings` not propagating to downstream tied/output embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch vs meta-device loading failure; different mechanisms." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "One is a tokenizer vocab/special-token mismatch; the other is a broader model loading failure." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility vs dtype mismatch under autocast; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint-loading failures in different model families." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "`flex_attention` compile failure vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error vs mmap OOM workaround; unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline flag regression vs tokenization-version behavior change; different symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue vs Gemma4 forward device mismatch; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading break vs notebook custom-model initialization; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility vs image preprocessor/model dtype mismatch; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different errors: Qwen3.5 cache group-type failure vs template compilation failure." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The second is a specific PagedAttentionCache crash; the first is only a reproduction of a different issue." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression vs MXFP4 quantization loading problem; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Export/check-wrapper failure vs Perceiver resolution handling bug; different paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression vs mask-shape IndexError; different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed/changed pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs vs `ModelOutput` key bookkeeping; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs TRL unpacking bug; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe Qwen3-VL MoE checkpoint loading failures, with the latter giving a concrete shape-mismatch manifestation." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs non-template node compilation error; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing bug vs compiled flex_attention failure; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling vs `from_config` `text_config` unwrapping; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer class conflict on load vs gguf loader regression; different issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression vs CamemBERT masked-LM prediction regression; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Model prediction quality issue vs tokenizer load failure; different layers of the stack." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency vs Strix Halo mmap OOM workaround; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative issue choice is grounded in the packet, and the cluster summary stays conservative. The accepted soft pairs are plausibly same-bug duplicates, while the rejected pairs avoid over-merging distinct failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "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:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:42175|issue:46178", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "abb59ce01bb50a3b2cfc7595bc7a2bbfc900d69ea01a8ba10feb4eb897b539a3", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely centered on Transformers v5 regressions, but the individual reports point to different model families and distinct code paths. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 43611 is the best umbrella candidate: it describes a broad Transformers v5 loading regression with clear user impact, while the rest of the cluster is mostly narrower, model-specific breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the strongest standalone representative of the set because it is concrete, broadly applicable, and closest to the recurring v5 loading regression theme without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: loading a specific tokenizer under v5 vs. Mistral regex patching crashing on a tokenizer object type mismatch." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated failures: Trainer GPU broadcast TypeError vs. Whisper pipeline return_language behavior." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but they hit different model code paths and different root causes (XLNet arange placement vs Qwen3.5MoE rotary embedding CPU offload)." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Separate concerns: save/from_pretrained extra_state handling vs a video-input regression in Qwen/VL models." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different regressions: Apple Silicon warmup TypeError vs the _is_hf_initialized flag breakage." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "One is tokenizer/model registry handling; the other is compiled flex_attention on newer torch. Not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading tokenizers, but one is a model-loading regression and the other is a specific Mistral regex patch crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes; too broad to call duplicates." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Unrelated topics: perplexity on a model/dataset vs runtime post-processor updates when special tokens change." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix and the other is non-persistent buffer initialization." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different areas: multimodal dtype mismatch vs a compilation error about non-template nodes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but they are separate feature-extraction failures with different APIs and error conditions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict vs a Qwen3MoE fine-grained FP8 configuration failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend issues, but the offending backends differ (tensorflow missing from extras vs tensorflow_text missing from BACKENDS_MAPPING)." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: AutoConfig trust_remote_code field loss vs PagedAttentionCache group-type failure on Qwen3.5." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to the ScandiBERT loading regression." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to iterable multi-image finetuning failures." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but one is batch_decode skipping special tokens and the other is generation on empty transcription after align_special_tokens." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions with different models and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Distinct failures: Mixtral grouped_mm tracing error vs template-node compilation error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache returning the wrong type from get_seq_length()." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but they affect different mechanisms: buffer initialization vs custom model initialization." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF, but one is generic from_pretrained/gguf_file handling and the other is a specific Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different bugs: Qwen3.5 hidden-states output vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/offload paths: dequantized model auto device-map offload vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token API conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they are model-specific and do not point to the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different subsystems: compilation/template-node error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue is unrelated to MIMI encoder padding-mask batch inconsistency." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache seq-length typing are separate issues, 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": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663" + ], + "soft_pairs": [ + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:44683|issue:45020", + "issue:33666|issue:40444" + ], + "prepared_review_unit_hash": "2cdec7d7eb74e1265c0a7d610730dfd1f6db9b8ef161173f1982a56150924b83", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37465, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains many likely false-positive similarities. Two soft duplicates stand out: a Qwen3.5 `save_pretrained` regression and a Qwen2.5-VL/Qwen3-VL temporal-position regression. No pull requests are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative concrete bug here: a 5.3.0 regression affecting multiple Qwen VL variants, with a nearby narrower duplicate candidate (45325) that points to the same `get_rope_index`/temporal-position code path.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best issue candidate because it describes a broad, version-specific regression across several models and has a clear near-duplicate in 45325; the other items are mostly unrelated or only share a subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: custom model initialization breakage vs junk-filled non-persistent buffers." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Only broad v5 breakage overlap; the concrete failures are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-specific tying bug and the other is a save/serialization inconsistency; not the same code path." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: Llava loading segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision model issues: bad inference output vs processor/model image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template-compilation failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness issues, but they affect different models and different internals." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility vs processor output size mismatch are separate problems." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated model loading failure vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failure modes; one is remote_code loading, the other is tokenizer patching." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve initialization/quantization-adjacent code, but the specific bugs are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is the follow-up symptom about incorrect visual encoder keys." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated v5 initialization flag breakage vs Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/add-token bug vs remote_code loading regression." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to MobileLLM loading KeyError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8, but one is a config failure and the other is a missing storage-object runtime error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen VL 5.3.0 regression around temporal/video position handling; 45325 narrows the root cause in `get_rope_index`." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both concern tied weights, but they are different bug classes and different workflows." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model-loading failure vs sliding_window issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same general Qwen2.5-VL area, but these describe different symptoms and code paths." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "No underlying bug overlap; MoE sliding-window vs config strictness." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading issue is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading noise are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly and Whisper batch_decode option handling are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` flag vs non-persistent buffer values." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different objects and bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared-kv reconstruction." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch and remote_code breakage are separate issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but the concrete failure modes and model generations differ." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, the Qwen 5.3.0 temporal-position regression pair is a reasonable soft duplicate, and the Qwen3.5 save_pretrained pair is plausibly related without overreaching. The remaining soft-edge verdicts are conservative, and there are no PRs to merge." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:44462|issue:45812", + "issue:43381|issue:45923", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:43531|issue:44291", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482" + ], + "prepared_review_unit_hash": "d97ee3524d51146e1aedae51805c2d8ca1d8efd7621398ee1befe7635f073222", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated standalone issues. The cluster appears to center on tokenizer/loading regressions, with issue:45812 as the broadest Granite reference even though it is closed. Only the Granite tokenizer pair and the Qwen2.5-VL position-id pair look like plausible duplicates; the rest are too dissimilar on titles alone.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45812 is the broadest tokenizer-loading regression in the packet. It is closed, but its Granite AutoTokenizer symptom best captures the cluster\u2019s main theme better than the narrower repository-tokenizer report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest overall issue representative because it states the broadest user-visible regression and cleanly subsumes the narrower tokenizer-loading symptom, despite being closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a runtime post-processor sync bug and the other is special-token insertion behavior; the titles point to different fixes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is a generic noise report and the other is a specific tokenizer loading regression; no clear same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "The titles suggest the same AutoTokenizer/tokenizer-loading regression affecting Granite token IDs, with 45812 as the broader symptom report." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are distinct API problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging TensorFlow with the torch extra and a tensorboard-only backend error are different dependency issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing corruption is not the same bug as Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different load/perf issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and single-label zero-loss behavior are different training bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "_is_hf_initialized handling and missing Float8 storage object are distinct load-time errors." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and a missing pad_token_id attribute are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal-state bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 NaNs from all-padding windows are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping asserts and Mistral regex patch crashes are different subsystems." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and video vision_position_ids errors are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP RAM-efficient loading and ModelOutput key handling are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key handling are unrelated regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both titles describe the same Qwen2.5-VL position-id / rope-index computation bug in different modalities." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow extra packaging and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and bf16 dtype mismatches are different Transformer v5 regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "These sound like related init/load regressions, but the titles are too broad to confirm the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and torch.device(\"meta\") loading breakage are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver resize/interpolation failure are separate vision-model problems." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Runtime lm_head tying and serialization-by-device differences are related in theme, but not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical issue rationale is not grounded in the packet because issue:45812 is listed as closed, not open. The rest is broadly plausible, but the summary should not overstate that state. Also, the two accepted soft edges are somewhat assertive given only title-level evidence; they should be framed more conservatively if retained." + }, + "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": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "0770f1834a0cc4bc44de4c77b580470e44b6104c0e60c909af5002ac1d2f3719", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; most matches only share a broad subsystem (loading, offloading, tokenization, multimodal) rather than the same concrete bug. There are no PRs in the set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate issue exists for this set; if a representative must be chosen, issue 45920 is the strongest anchor because it describes a broad, clearly reproducible multi-model tokenizer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative of the set because it is broad and actionable, while the rest are either narrower single-model failures or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs a generic torch/transformers version incompatibility; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch vs Qwen2.5-VL rope-index scaling bug; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression in Qwen-VL family vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights _is_hf_initialized TypeError vs strict granite_speech config loading; unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model load failures for unrelated models; no shared failure mode." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs PEFT checkpoint loading; different issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading bug vs tokenizer-version regression; no common concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens issue and the other is a broad wrong-token-IDs regression; not the same concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeds/past KV vs Qwen3 device-map cudaErrorAssert; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs export failure around torch_compilable_check; different failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch vs DAC.from_latents/STE mismatch; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map/placement, but one is Qwen3 cuda assert and the other is Gemma4 forward mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/text generation issue vs torch.compile SDPA failure; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; different tasks." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug vs OmDet-Turbo processor resolution mismatch; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "LM-head weight tying vs dtype mismatch under bf16 inference; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; not the same concrete failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs composite Qwen config unwrapping; different config bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched MIMI encoder outputs vs Perceiver non-default resolution classification; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly vs PEFT gradient checkpointing ineffectiveness; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault vs sinq save/load quantization breakage; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Molmo all_tied_weights_keys attribute error; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying bug vs BitNet packed-weight unpacking issue; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different multimodal loading failures with different symptoms and models; not duplicate." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure vs tokenizer loading failure; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs non-persistent buffer initialization; too broad to merge." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs granite_speech config strictness; 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": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44008|issue:45823", + "issue:44387|issue:45704", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:36010|issue:42617", + "issue:43531|issue:43572", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "e8d80f3a40135dad77033a2c2a6d18bc457f88b40729f20d83a8df937be06974", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad subsystem vocabulary (tokenization, quantization, multimodal models, offloading) but do not look like the same underlying bug or change. No true duplicate hub stands out.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest current regression report and has the most cross-cutting discussion, but it is not a true duplicate canonical for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5-related serialization, but one is tied-weight serialization on device and the other is incorrect visual encoder keys; different failures and code paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 and flash-attention generation failure are unrelated runtime bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different model/setup issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n audio_mel_mask collision and Gemma4 PLE device mismatch are different Gemma-family bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM and apex RMSNorm memory leak are distinct memory issues with different causes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is not the same as Qwen3.5 visual-encoder save_pretrained key handling." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage and 3d_parallel.py runtime failure are different trainer/utility problems." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and resume_from_checkpoint max_steps calculation are unrelated training/load issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are different config/tokenizer problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature incompatibility and Qwen3Moe FP8 load failure do not share the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading regression and mmap-caused OOM on Strix Halo are only broadly memory-related, not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/serve failures." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation from save_pretrained are unrelated filesystem issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and inability to run 3d_parallel.py are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and TRL SFT embedding unpacking failure are separate Qwen3.5-related bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo output size mismatch and Perceiver non-default-resolution failure are different vision preprocessing/model-size issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and Bark CPU-offload device mismatch are different runtime/load paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor resolution mismatch are unrelated vision/tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and dequantized-model CPU/GPU offload failure are both loading-related but not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression and tokenization changes across versions are different symptoms with different scopes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "A800 auto device mapping crash and GPT-OSS MoE tensor-parallel issue are separate distributed inference bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different image processor/model load issues." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch failure and Granite tokenizer ID regression are both tokenizer-related but distinct code paths and failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated import/runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload bug are unrelated config serialization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "43e7790650c09d76bd56a46b7941a9b6e77fa645f99d6b7b6efacc780b587ffc", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form a single duplicate cluster. I only accept one clear duplicate pair: the two Qwen2.5-VL `apply_chat_template(..., padding=False)` crashes. All other soft edges are false positives across different models, APIs, or bug classes.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the only true duplicate pair: it describes the same batched `padding=False` crash as 44514 and has slightly more reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue anchor in this set because 44514 is an exact duplicate; the bug is concrete and narrowly scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video input processing vs Qwen3VL `weight_only` load error." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is a Granite token-ID regression; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and symptoms: LayoutLMv2 NER/padding crash vs MLuke task `AttributeError`." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Training API signature mismatch vs Qwen3 auto device-mapping CUDA assert; not the same problem." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both touch tokenizers, but one is slow/fast inconsistency and the other is a T5 load-time method conflict." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label truncation is a batching/eval bug; SAM3 text+boxes is a multimodal input issue." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` is a processor initialization bug, not the same as Qwen3.5 streaming chat-completions failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS bus error in CLIP loading is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark audio voice preset handling are different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert from device mapping is not the same as GraniteSpeech PEFT local-checkpoint loading failure." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but Bark CPU offload mismatch and BitNet packed-weight unpacking are distinct root causes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offload bug vs tokenizer special-token registration; no shared underlying code path." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor syncing is different from a broad tokenization regression across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5 using `apex.FusedRMSNorm` and leaking memory." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are both documentation-ish, but not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch is unrelated to BigBirdTokenizer's mask-token registration problem." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning has nothing to do with undefined video-branch variables in `_get_num_multimodal_tokens`." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Audio processor voice preset failure and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is a different bug from `AutoModelForCausalLM.from_config` not unwrapping `text_config`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to generation with `inputs_embeds` and cached keys/values." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same batched `padding=False` `apply_chat_template` crash, and clearly the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both mention tokenizer metadata, but runtime post-processor updates and save/load token-ID loss are different defects." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is Qwen3.5 config propagation of `num_labels`; the other is a general single-label classification loss degeneracy across models." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but different repos and likely different incompatibilities; not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load error and Qwen2.5-VL video position IDs are separate Qwen-VL bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`post_init` validation for patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen models and CPU-offload incompatibility in rotary embedding are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 44514/44545 are the only clearly matching pair, and the other soft-edge rejections are conservative given the distinct titles and bug classes. No overclaiming beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "ffce6be5044d523e4b3d197c82d306b441c14ea1fa4b634314f1c07470d9b0d9", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37211, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, vision, multimodal, distributed-training, and docs issues. None of the soft edges look like the same underlying bug/change, so I would not deduplicate any pair here and there is no good single canonical issue/PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors incorrectly requiring `torchvision`." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different areas and symptoms: LoRA warning about `tie_word_embeddings` vs incorrect visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument collision is unrelated to inability to load `vesteinn/ScandiBERT`." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` is a different code path from `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT-adapter checkpoint loading is distinct from save/load corruption in sinq-quantized models." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but one is runtime post-processor updates and the other is BigBird mask-token registration." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example mismatches and quantization errors are unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag in a trust-remote-code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings in TRL is a different bug from `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared-kv state rebuilding is unrelated to a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is generic cache loading and the other is the specific `_patch_mistral_regex` `model_info()` call path." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh is not the same bug as LayoutLMv2 NER/padding/truncation crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 wrong outputs and CamemBERT masked-LM regressions are different model-specific inference bugs." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert with Qwen3 auto device mapping is a different failure from an Apex RMSNorm leak in T5." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization breaking in Transformers 5.0.0." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/Mistral-regex warnings, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/regression issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel initialization and `_torch_extract_fbank_features()` are unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/quantization issues are unrelated to offloading behavior with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failures are unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression around codec handling is not the same as `list_repo_files` failing to forward `revision`." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and `GenerationMixin` import errors are entirely different issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug from DAC latent decoding mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation is unrelated to Gemma 3n's `audio_mel_mask` name collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIP attentions assignment is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and single-label-classification zero-loss behavior are distinct 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": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43950|issue:45987", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "3352a414815bd78650a470c62e42218d82888df24de4ef7614787f1b4ba2720f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35499, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: nearly every soft pair is about a different model, tokenizer, or failure mode, so I reject all candidate duplicate edges. There are no PRs in the cluster. If a single issue must be picked as a representative, 45081 is the closest fit because it directly centers the shared `_patch_mistral_regex` code path, but the overall cluster still does not form one coherent bug thread.", + "confidence": 0.9, + "canonical_issue_reason": "No true cluster-wide canonical issue exists; 45081 is only the closest representative because it is the most concrete `_patch_mistral_regex` failure and aligns with the only clearly related pair in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45081 is the best representative of the narrow Mistral-regex subthread: it names the exact failing helper and a specific loading path, whereas the rest of the items are unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different failure modes: SDPA/torch.compile issue vs bfloat16 dtype mismatch in a separate wrapper." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: metric gathering drops tuple labels in the last batch, while Mamba2Mixer returns incorrect cache results for seq_len > 1." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is a Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs: torch.compile+SDPA failure versus DAC latent/STE forward mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both touch multimodal inputs, but the bugs differ: dtype mismatch in preprocessing versus an AttributeError from a variable name collision." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer loading, but one is an AddedToken keyword conflict and the other is a model-specific load failure; not the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A segfault while loading Llava Next is not the same as an MPS histogram/int limitation in MoE code." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different configuration bugs: sparse layer creation at zero layers versus RoPE layer count mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to Perceiver interpolation failures on non-default image sizes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration/decoding is unrelated to the DAC missing-STE latent path." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "A from_pretrained buffer corruption regression is unrelated to StaticCache returning a tensor instead of an int." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE and trust_remote_code config field loss are different subsystems and bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "They share `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a missing `backend_tokenizer` attribute; related helper, distinct failures." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal paths and errors: video input parsing in Qwen3OmniMoe versus wrong vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "These are different regression symptoms across different models: Pegasus output drift versus CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updating is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only loading failure and Qwen3.5 flash-attention generation issues are separate bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device-mapping cuda asserts and tokenizer loading for a specific model are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example mistakes are not the same as a long-OCR input indexing bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template compilation TypeError are completely different failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are distinct regression classes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "1e5639b7cf01eab508519037682b7ddb794ea313abf2b131e6883aa46572cc35", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35502, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issues with a few weak duplicate-like pairs. The clearest matches are tokenizer spacing/inconsistency (#28218/#29159) and v5 pipeline-removal docs/error-message cleanup (#43825/#43827). The rest look like false-positive similarity across unrelated subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into unrelated topics. If forced to pick a representative, #29159 is the best fit for the tokenizer duplicate subgroup because it states the broader slow/fast inconsistency that subsumes #28218.", + "canonical_pr_reason": null, + "best_issue_reason": "#29159 is the strongest issue representative among the clear duplicates: it is broader and more canonical than #28218 for the tokenizer-spacing/inconsistency bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related remote-code breakage, but #45020 is a broader umbrella report and not clearly the same concrete code-path as the is_torch_fx_available removal in #44561." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are model/input regressions, but they involve different models and failure modes; no evidence they are the same underlying bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Shared mention of pipeline() is too broad; one is a v5 error-message/docs cleanup issue, the other is a model output regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Completely different problems: BLIP2 dtype handling versus an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset behavior versus a GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures in different code paths; one is a mask shape/indexing error, the other is train-then-evaluate failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Too vague to treat as the same bug; one is a CamemBERT MLM regression, the other is a broad tokenization-version complaint." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated: GLM-5 RoPE discussion versus docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Both track the same v5 pipeline-removal cleanup: stale translation/summarization pipeline references, one in runtime messaging and one in docs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer symptom family; #29159\u2019s slow-vs-fast inconsistency is the broader statement of the added-token extra-space bug in #28218." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference regressions, but they affect different models and different tensor/dtype paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: packed-weight loading for BitNet versus dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs with different failure modes; not the same underlying change." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated dependency/backend packaging issue versus a tokenizer regex crash." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but they are distinct loader code paths and distinct failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different processor/tokenizer crashes with unrelated causes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "No meaningful overlap: allocator warmup on Apple Silicon versus float16 AMP loss crash on CUDA." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive duplicate signal; one is a placeholder-like issue, the other is a reproduction of a separate bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different domains and failure modes: audio processor sampling-rate defaulting versus DAC latent conversion mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model bugs; one is label reduction in an image processor, the other is an RT-DETRv2 output regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but the concrete causes and affected code paths differ." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: BarkProcessor behavior versus Trainer compute_loss signature breakage." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs in different subsystems; tokenizer special-token registration versus MXFP4 quantization loading." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond both being model bugs; the code paths are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading a specific MobileLLM checkpoint is not the same concrete issue as the broader remote_code regression report." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated template compilation error versus CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: multimodal token counting versus auto-mapping references." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate-like pairs are reasonably supported, and the rest are appropriately rejected as weak or unrelated similarities." + }, + "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": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43550|issue:44912", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "881ead1cbc360c7662fbd9df84a5ff786572f93755faeaf8e607968ade0150cd", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36621, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated transformers bugs across tokenizer loading, training, vision/audio processors, quantization, and model-offload paths. Only one soft pair looks like the same underlying regression (video-path handling in VLM processors); the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report in the set and the only one phrased as a cross-version tokenizer regression, so it is the least-bad anchor even though the cluster is too heterogeneous to truly canonicalize around it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best overall anchor available: open, broad, and already referenced by multiple related reports, but it still only fits a small slice of the set rather than the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: local PEFT checkpoint loading vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file/from_pretrained breakage and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different problems: int4 quantization memory growth vs a video model OOM." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Separate training bugs: Zero3/BERT index error vs evaluate() failing after train()." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors, but in different tokenizer/tensor conversion functions and with different triggers." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: GenerationMixin import failure vs Jupyter custom-model initialization." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model-specific bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Separate model-path failures: torch.compile/SDPA on Bamba vs MXFP4 loading fallback on gpt-oss." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE loading/conversion vs multimodal video token counting." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to gpt-oss quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different defects: BitNet packed-weight loading vs OmDet processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "No shared underlying bug: zero probabilities in SigLIP2 vs wrong processor shape for OmDet." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error and custom trainer signature change are distinct regressions." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model issues: AyaVision weight tying vs BLIP2 dtype remaining float32." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE load/conversion bug and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PIL/torchvision dependency regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but sample-rate defaults and batch_decode skip_special_tokens are different bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same broken video-path handling in VLM/Qwen video processing; a fix to the video branch could plausibly cover both." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting and gpt-oss perplexity are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token-count helpers and batched video processor shapes are different defects." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but Bark device mismatch and Qwen3_5Moe rotary embedding incompatibility are different model-specific issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Distinct tokenizer regressions affecting different models and different failure mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3-MoE loading/conversion and Qwen3-VL weight-shape mismatch are separate model-loading problems." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is not the same as the broad tokenizer-version-change report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is plausibly the same video-path regression, and the rest of the rejections are appropriately cautious. The anchor/canonical issue choice is defensible as a broad version-regression umbrella, with the limitation that it only fits part of the cluster." + }, + "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": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:29159|issue:34567", + "issue:44568|issue:45488", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44987|issue:45907", + "issue:43257|issue:43756", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:43577|issue:45072", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:42175|issue:44488", + "issue:28282|issue:29127", + "issue:43404|issue:45987", + "issue:43582|issue:43782", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "2b1bcfb690569fcf50f00c1bd5026452cde78ddb5bb59a064d14e5ecaf201ea9", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bugs: tokenizer regressions, model-loading failures, quantization/device-map issues, DeepSpeed/FSDP problems, and a few video-input issues. I found one plausible duplicate subgroup in the Qwen VL video regression area; the rest are too different to merge.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative is needed, issue 44479 is the best umbrella for the only clear duplicate subgroup: it covers the broader Qwen VL video-input regression, while 45381 is a narrower model-specific repro. The overall cluster is too heterogeneous for a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue among the items because it is the broadest and most actionable report in the only plausible duplicate subgroup. It is not a good representative for the rest of the cluster, which is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking; different subsystems and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override bug in LlamaTokenizer; not the same underlying change." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL-loading behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length constant bug; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon warmup TypeError; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping vs Qwen3OmniMoe video ValueError; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, centered on incorrect video position IDs; one is the umbrella report and the other a specific repro." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load custom-token-ID corruption vs MXFP4 quantization fallback to bf16; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length bug do not share a concrete code path." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen model families and different symptoms; not a single duplicate fix." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend dependency issue vs missing Qwen2_5_VL class export; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError and StopIteration in Qwen3-vl-embedding are separate regressions." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure vs tokenizer max_length bug; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs repository listing not forwarding revision; different APIs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE deepspeed loading issue and Smollm3 RoPE-layer mismatch are unrelated model bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument TypeError vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs tokenizer consistency issue; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump issue; not the same underlying problem." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-PyTorch ImportError vs Llama 3.2 Vision model-loading regression; different causes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error on MobileLLM loading is unrelated to unexpected init_empty_weights argument handling." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video-position regression; not the same report." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading bug are distinct distributed-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging mismatch is unrelated to loading a specific model that fails." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found ImportError and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug and StaticCache seq_length contract bug are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3VL weight_only loading error; different layers of the stack." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug and flash_attention s_aux=None crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:44479 vs issue:45381, is well supported by the titles and the clustering signal as a Qwen VL video-input regression subgroup. The rest of the pairwise rejections are cautious and consistent with the packet\u2019s heterogeneous issue set. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46170" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:45823", + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:44625|issue:44877", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:43720|issue:44898", + "issue:45372|issue:46170", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "c67ca252fd3d28fdfc4e07f9f349cf3ba92b62212d6a8885984eaf3f231cb49f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of unrelated issue reports; only the SigLIP2 reports look like duplicates of the same underlying model regression. No PRs are present.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43994 is the clearest representative of the SigLIP2 failure cluster: it names the model, the wrong-output symptom, and includes broader reproduction context than the shorter duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best overall issue candidate because it most directly captures the shared SigLIP2 bug and is the most actionable summary of the regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures: SigLIP2 zero probabilities vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated code paths: Qwen3OmniMoe video-input validation vs Gemma4 PLE device placement under device_map=auto." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs in different stacks: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across models." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 model regression producing incorrect/nonsensical outputs; the JAX-vs-HF discrepancy is a plausible description of the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen2.5-VL/rope-related behavior, but one is about Smollm3 RoPE-layer dropping while the other is a still-image temporal position-id scaling bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss argument handling are separate trainer issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config persistence of rotary_pct is unrelated to rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision and Mistral regex patch crashing on backend_tokenizer are different tokenizer failures." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failed janus test and a Phi-4 multimodal loading failure are not the same concrete bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is separate from the broad AutoTokenizer token-ID regression across many models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but gguf_file breakage and sleng-bert load failure do not look like the same underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency enforcement is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key errors and missing Float8 storage are different loading/runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but missing fields from trust_remote_code AutoConfig and a strict-dropped Qwen3_5MoeVisionConfig field are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version bump to an unreleased PEFT requirement is not the same as stale auto_mappings references to removed configs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint regression affect different models and code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Missing num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a chat-template batching crash and the other is incorrect video vision_position_ids; different concrete bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and a LayoutLMv3 error-message clarity issue are not duplicates." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver resolution/interpolation behavior are different subsystems and failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency errors are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are separate trainer/model issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general area, but the batched-padding crash and assistant-tool-call/no-content crash are distinct edge cases, not one concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:43493 and issue:43994, is phrased cautiously as a plausible shared SigLIP2 regression rather than a hard certainty. No PRs are present, and the other pairwise rejections look appropriately conservative." + }, + "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-10000-427", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46178" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:44493|issue:46050", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44484|issue:44704", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:32090", + "issue:41720|issue:43906", + "issue:28282|issue:33357", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:43653|issue:44568", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43688|issue:45440", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "2905549850eb736208cb0756244fdf847bed48351211239af546588b86142b13", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a broad mix of unrelated Transformers bugs. The soft pairs mostly share a subsystem theme (tokenizers, tied weights, generation, loading) but not the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43295 is the broadest representative of the tokenizer/processor regression subset, with clear user-facing breakage and a wider API impact than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest overall representative for the cluster because it captures a broader regression surface around processor/tokenizer behavior rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer-loading failures, but gguf_file breakage and offline Mistral regex/model_info calls are different code paths and different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both relate to model state/serialization, but one is about unexpected position-id keys and the other is quantized save/load breakage; not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading vs BLIP2 dtype propagation are unrelated failures." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend handling, but TensorBoard-without-TF and tensorflow_text backend mapping errors are distinct paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are different features and different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weight issue; too loose to treat as duplicates." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor kwargs passthrough are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 device-map mismatch are unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processor void segmentation maps and Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but processor.tokenizer/image passing and Kimi-K2.5 codec/regex handling are different root causes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache, but compiled-forward chunking and recurrent-state reset are distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are different tokenizer failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "A task-time tokenizer AttributeError is not the same as AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing vs Trainer _gpu_broadcast_one NoneType are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping and an isolated reproduction of another issue are not enough to establish the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and a MacOS bus error loading CLIP are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor/tokenizer regression are different model behaviors and different failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import vs post_init reinitializing tied embeddings are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mDeBERTa add_special_tokens regression are different tokenizer bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but Gemma3 sliding-window attention and classification-head init are different causes." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info/regex behavior and est-roberta tokenizer loading regression are different failure paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Loss normalization in MoE and DeepseekV3 implementation divergence are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are distinct problems." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and CLIP bus error on MacOS are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and generic tokenization changes do not point to the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token ID persistence are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are different model-specific issues." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and flash-attention generation failures are distinct bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure and DiaConfig token ID persistence 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": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43122|issue:43906", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43452|issue:44451", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44568|issue:45812" + ], + "prepared_review_unit_hash": "eb7ad6c5acb0d4121860a11969f4fed1629bd932bde5ccd7fc56bc782d3753ea", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, config, model-loading, training, and device-mapping regressions. None of the soft pairs look like the same concrete bug/change, so I did not merge any of them.", + "confidence": 0.39, + "canonical_issue_reason": "No single true canonical issue stands out across the whole set; issue 45812 is the closest representative because it is a concrete, high-signal tokenizer regression with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall issue candidate: it is specific, user-facing, and has broader impact than the other tokenizer-related candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is about missing config fields from AutoConfig and the other about removing is_torch_fx_available breaking remote-code models; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression across Qwen VL variants, the other is num_labels propagation in Qwen3.5; unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping on A800 and chunked generation with compiled forward are different code paths and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only an isolated reproduction reference; without matching details to 43122, there is not enough evidence they are the same underlying tokenizer bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype mismatch and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a model dtype loading issue, the other an attention correctness issue on MPS." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen not updating are different trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure in Beit and unpacking packed BitNet weights during accelerate loading are different load-time issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained preset loading and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading bug and OmDet-Turbo image-size mismatch are different processor/model issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization varying by device and the other is quantized-model reload breakage." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "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 for Qwen2-VL and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load and AutoImageProcessor-from-URL failure are different loading paths and errors." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch with auto device mapping and quantized save/load breakage are distinct problems." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to the ScandiBERT load failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight handling in BitNet accelerate loading and DiaConfig token-id loss on save/load are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to DiaConfig custom token IDs being lost." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-to-tokenizer regression are separate processor issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and incorrect visual encoder keys on save_pretrained are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype changing in eval and auxiliary-loss normalization are unrelated model-training issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions, but one is pad_token_id on Llama4 and the other pad_token_idx on StableLm; no evidence they share a single fix." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads upon checkout/init." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE layer-count behavior and GPTNeoX rotary_pct reload default are different rotary-related issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated trainer bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and MacOS bus error in CLIP loading are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "One is missing BOS/EOS insertion for mdeberta-v3-base, the other is wrong token IDs for Granite models; same broad area, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:45803|issue:45987", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050" + ], + "prepared_review_unit_hash": "3e2167382281f6c68c6305a1f912e546d2b04d7fa3624849fe27f9091bf22174", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of model-specific regressions and doc/test issues; only the Qwen multimodal composite-config loading pair looks like a true duplicate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45759 best captures the only clear overlap: Qwen multimodal/composite-config loading via AutoModelForCausalLM.from_config.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the broadest version-regression report and the most useful triage anchor, even though the cluster overall is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Phi-4 multimodal loading failure vs an unreleased PEFT version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example problem and the other is an implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failures: video-input processing vs flash-attention generation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a token-id defaulting bug and the other is a multi-GPU OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but the specific failure modes and code paths are not shown to be the same." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy vs a ZeRO-3 gradient anomaly; no shared underlying bug is evident." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions after v5, but they hit different models and different missing fields." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient increase report." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is weight conversion with accelerate/deepspeed and the other is a model-loading regression." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Completely different models and code paths." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Different APIs and failures: tensor conversion exception handling vs cache length return type." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": true, + "reason": "Same composite Qwen multimodal loading path; a fix to unwrap or handle text_config correctly could plausibly address both." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors are not the same bug as the Qwen processor/tokenizer regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but OOM during inference and device-mismatch in forward are different concrete problems." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but custom model init and device-dependent serialization are distinct code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a specific class is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Bus error on Mac CLIP vs Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config failures with no clear shared root cause." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Storage lookup error vs Python 3.13 import-utils KeyError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after v5 and init_empty_weights argument handling are separate regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real runtime device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: BEiT preset loading vs tokenizer special-token registration." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM with tensor parallelism is unrelated to a dependency version bump." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT requirement bump." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output quality issue vs unexpected key/position-id issue are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but different endpoints and failure modes make them distinct." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and save/load corruption after sinq are not the same concrete problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The chosen anchor issues and the single accepted soft edge (issue:43334 \u2194 issue:45759) are plausibly related by the shared Qwen multimodal/composite-config loading path, while the other pairwise rejections avoid overclaiming. The overall characterization as a heterogeneous cluster with only one clear overlap is supported by the titles and available metadata." + }, + "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": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43295|issue:43450", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43295|issue:43873", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "218e3281cedf171acea5fcf145d50bf3294b7b1eb9a3f900d836205b394c4a94", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36489, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of unrelated Transformers issues across tokenization, model loading, training, multimodal processing, and backend/import errors. I do not see a coherent duplicate cluster, so no soft edge should be merged.", + "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": "Different failures: Flash Attention 2 test breakage vs MLflow reporting after training failure." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated bug types: Gemma4 processor attribute error vs rope-validation TypeError on JSON-loaded list." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention integration crash vs sinq save/load quantization regression." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on local paths is unrelated to CUDA OOM in GPT-oss-20b." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but one is assistant_mask generation and the other is tool-call tokenization crash." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different issues: ZeRO-3 gradient growth vs loading Phi-4 multimodal on latest transformers." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency issue vs GPU broadcast TypeError in Trainer; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation are distinct problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention/flex attention, but one is an MPS correctness bug and the other a version-check import bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error vs flash_attn backend import KeyError; different subsystems and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-model issues, but video input processing and Gemma4 mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug vs Qwen3.5 hidden-states bug; not the same code path." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but mm_token_type_ids defaulting and device_map auto mismatch are separate issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import failures, but one is a flash-attention symbol import and the other is meta-device model loading." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; different failures." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel application bug is unrelated to Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are both processor bugs, but not the same one." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs Kimi tokenizer regression; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor regressions, but one affects multimodal tokenizer access and the other batched video shapes." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad token missing vs loading physical-intelligence/fast on transformers>=5.1.0; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config default regression vs meta-device model loading breakage; different root causes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different modules." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal token/position handling, but one is missing mm_token_type_ids defaults and the other is rope index scaling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend registry failures: flash_attn KeyError vs tensorflow_text unsupported backend." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation bug vs RT-DETR memory release problem; 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": 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-10000-427", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46170" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "a1ab6fc5f627516b9590c7c51234b010b11f776e454f9ff48909cbc19bdede35", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated bugs and docs regressions across tokenizers, chat templates, multimodal processors, import paths, and training/runtime behavior. None of the soft-edge pairs looks like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the items do not form one duplicate family, and the apparent overlaps are mostly broad subsystem or model-family similarity rather than the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is not coherent; any choice would be arbitrary rather than duplicate-driven.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/vocab extension, but one is device-dependent serialization and the other is LoRA merge collapse; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale generate() warning; not the same problem." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both involve missing pad_token_id, but on different model configs and code paths; not one bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class vs a detokenization regression; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs Qwen2.5-VL import error; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-processing bugs in different components; same broad area only." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tensor-parallel OOM; no shared code-path bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluation dtype drift vs Qwen3 MoE memory inefficiency; different issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token vs embedding reinit on resize; unrelated mechanisms." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs Python 3.13 flash_attn import KeyError; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs stale CI test; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a broader HF/JAX discrepancy; too different to merge." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: FastSpeech2ConformerTokenizer load error vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template issues, but one crashes on batched padding=False input and the other yields wrong assistant masks; distinct bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import failure vs Windows ROCm torch.distributed import problem; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability regression vs RT-DETR memory leak; no overlap." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg crash vs Whisper empty transcription after token alignment; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API cleanup, but they concern different pages and deprecations; not one duplicate change." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default vs batched video processor shape bug; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs stale device-override CI test; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch vs AMP crash in a different loss; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper issue are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention symbol vs Torch 2.10 compatibility issue; different failures." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformers vs Bamba torch.compile/SDPA failure; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash vs D-FINE auxiliary-loss omission; different detection bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat-template crash vs wrong vision_position_ids in Qwen2.5-VL video input; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-weight collapse vs category-count runtime limit; 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": 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-10000-427", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:44360|issue:44561", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:38175|issue:44493", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43723|issue:44554", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "87138ebebc4e05dc3ee3da3be67e2618a6c94b147916bbc1d5f2361de6b4a6c6", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38250, + "estimated_input_tokens": 9563, + "estimated_eval_tokens": 19382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad subsystem keywords. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478); all other soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the older report of the exact same Qwen3.5 MoE from_pretrained failure that reappears as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this set since it has a direct duplicate (issue:45478) and the title matches the concrete bug exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are model-generation behavior bugs, but they describe different code paths and models: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Failing Flash Attention 2 tests and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention.py crashing on s_aux=None are different bugs in different components." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related regressions, but one is a flash-attention helper import and the other is HybridCache export removal; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline() error message regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model failure and a stale CI device-override test do not look like the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position-id keys are different correctness problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BEiT legacy-field load failure are different model-specific issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash attention / MoE models, but one crashes on s_aux=None and the other is a CPU-offload incompatibility in a rotary embedding path." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same concrete failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error; 45478 is a duplicate report." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper output-length behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation errors and BeitImageProcessorFast reduce_labels bug are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation-example failures and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and DeepSeek tokenizer regression are both tokenization/generation-adjacent, but they are distinct model-specific problems." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and dtype mismatch in bfloat16 inference are different failures." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and GraniteSpeech stale CI device override are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different symptoms and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash model-loading failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys across many models are not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and post_init reinitializing output embeddings are different model-loading/initialization issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are different model issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch in inference are different problems." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset failure and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token and Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe helper behavior are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310/45478 have the same title and are plausibly a duplicate pair, with 45310 correctly chosen as the older canonical issue. The soft-edge verdicts are conservative and generally rely only on title-level evidence, without overstating similarity. No mergeability issues apply here since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:44462|issue:44561", + "issue:37428|issue:44987", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:42490|issue:43575", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:44857|issue:45588", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "af1c5d55b39c8765d27b05f1c804108c247f1a8c4d16ca9666e6dff9a155f940", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the items span unrelated models, tokenizers, export paths, attention kernels, and runtime errors. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Both are runtime failures, but one is Trainer/_gpu_broadcast_one NoneType handling and the other is a MacOS bus error with a community CLIP model; different code paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization during post_init; different subsystems and failure modes." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is removal of is_torch_fx_available breaking trust_remote_code models, the other is a DeepSeek tokenizer regression; no shared concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and a multi-GPU CUDA OOM for Gemma4 are both memory-related but arise from different scenarios and likely different fixes." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs causing generation IndexError and the other is loading the wrong custom module after save_pretrained; distinct bugs." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer-loading bug, while is_torch_fx_available removal breaks remote-code imports; not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-support import failure and a transformers>=5.1.0 model-loading regression for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different model-specific inference failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate() for num_return_sequences." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta-v3 tokenizer not adding BOS/EOS is a tokenizer special-tokens regression, while Gemma3 NaN embeddings with mixed-length batching is an attention/masking numerical issue." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drifting to FP32 in evaluate and undefined variables in multimodal token counting are different problems in different paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert model issue and a torch.jit.script GeneratorExp export failure on ViT are unrelated model/export problems." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path trailing-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are separate dependency/runtime issues." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n ExecuTorch export issues (training guard, erfinv) are unrelated to flash_attention.py handling sink-less models." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and FuyuBatchFeature.convert_to_tensors swallowing errors are different tokenizer/feature-extraction bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash is unrelated to flash_attention.py's s_aux=None AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python 3.9/3.10 compatibility and DeepseekV3MoE divergence from remote implementation are unrelated issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading breaks on a missing ReasoningEffort import, while serve crashes because Gemma4Processor lacks _tokenizer; similar model, different failure." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py address different layers and cannot be merged as one fix." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py sink-less-model crash and Gemma4 PLE device mismatch during forward are separate runtime bugs in different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift and gradient checkpointing being disallowed in eval mode are unrelated training/eval behavior bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4 vs v5 output differences and inconsistent lm_head.weight serialization depend on different model behaviors and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and qwen3_5 recurrent state reset with cache are unrelated tokenizer vs model-state issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime limit and a stale generate() warning are not the same problem." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType errors affect different APIs and outputs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and v5.3.0 video-input regression for multiple VLMs are different preprocessing bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs via AutoModel/pipeline are unrelated model-specific problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import in Gemma4 processor loading and tokenizer protobuf error masking are separate dependency and exception-handling bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save/tokenization failure are different tokenizer implementations and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:29942|issue:30064", + "issue:43066|issue:44462", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "bf11c1feed5cd1e83475d309b6423032611b196b6ed4b3dc0424cd6be9674a9b", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated across tokenizer loading, model architecture, quantization/offloading, export, training, and documentation bugs, so the soft edges should be rejected.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43873 is the broadest and most user-facing item in the set, centered on quantization/offloading behavior, so it is the closest thing to an anchor; however, the cluster is too mixed to treat it as a real duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global representative only by breadth, not because it is actually duplicate-linked to the others; most items are separate bugs in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: eos_token_id mismatch vs flash-attention generation breakage." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: base_model_prefix loading regression vs rope-parameter JSON list type error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and distinct failures: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FineGrainedFP8 loading and the other is quantized model saving; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated issues: trainer NoneType broadcast error vs deepspeed Adafactor OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning on trailing slash paths is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different problems, even if both are model-specific." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer loading, but one is decoder type selection and the other is tokenizer.json being ignored." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs RT-DETR memory leak." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: torch.export compatibility vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-architecture bugs, but they concern different models and different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different issues: Qwen3 MOE weight conversion vs embedding dtype drift in eval." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are separate runtime bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and behaviors: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a CLIP bus error on MacOS." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are different regressions." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are distinct preprocessing failures." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure involve different components." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label reduction and LayoutLMv2Tokenizer crashing on NER inputs are separate bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:42490|issue:43381", + "issue:43575|issue:43701", + "issue:43262|issue:44206", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:44479|issue:45290", + "issue:43232|issue:43388", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43761|issue:44188", + "issue:43381|issue:43873", + "issue:44442|issue:45803" + ], + "prepared_review_unit_hash": "6ce309191023d43b055e78f670ed4c89e16de2235a3b34bd5452132906734e33", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36489, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs are broad thematic similarities, not the same underlying bug or change. I would treat the set as a loose memory/quantization-heavy grouping, with no duplicate-merge candidates among the listed pairs.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43873 is the best representative anchor in this set: it is broad, actively discussed, and has inbound references, so it most plausibly serves as the cluster\u2019s canonical issue despite the surrounding heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the strongest global issue choice here because it has the broadest problem statement and the most cross-link activity among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token embedding reinitialization in post_init." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen models, but one is a missing pad_token_id config attribute and the other is a sliding_window issue in Qwen3-MoE; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated components: tokenizer loading failure vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different problem classes: flash-attention generation bug vs category-count limit runtime error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading failures, but one is FineGrainedFP8Config behavior and the other is a weight-shape mismatch for a different model." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different image-processing/training failures: label reduction bug vs AMP/CUDA crash." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different runtime paths: compiled forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model loading vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio/processor adjacent, but one is a default sampling-rate bug and the other is an unsupported argument passed by a feature extractor." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in cache handling is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom model init breakage and a specific model's post_init allowance are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken constructor failure is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a model-specific regression and the other is an integration crash on sink-less models with s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Possible loose relation through outputs, but one is CLIPVisionModel hidden_states regression and the other is a generic ModelOutput key assignment bug; not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync behavior and metric gathering label truncation are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image classification failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM is unrelated to TrainerState token counting." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in deepspeed/Adafactor and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but they affect different model families and different missing behavior." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state caching bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and a bare-except bug in Fuyu tensor 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": 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-10000-427", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:44987|issue:46178", + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:33290|issue:36331", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:25251|issue:28282", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:43316|issue:44877", + "issue:43316|issue:43716", + "issue:43550|issue:43701", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "3015890ca43df1dd0cd112e4bf56e244db7b7af9ff12b567f7c96277432dbf98", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35415, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad words like loading, config, or regression, but they point to different models, APIs, and code paths. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the issues span unrelated bugs (model loading, config handling, video input, distributed training, docs, and backend/import errors), so none is a representative duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no single underlying bug or change shared across the cluster; the candidate matches are only superficial similarities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve loading failures, but 34689 is a specific Llama 3.2 Vision regression in 4.46.2 while 43611 is a generic v5 base_model_prefix loading break; different causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend-related, but 44987 is a model-loading regression for physical-intelligence/fast and 46178 is a tensorflow_text backend mapping error on Windows/ROCm; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "43720 is about unpacking BitNet packed weights during accelerate loading; 44442 is an AutoTokenizer failure for FastSpeech2ConformerTokenizer. Different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "44077 concerns patchtsmixer post_init API behavior, while 44479 is a Qwen video-input regression. No shared code-path bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are weight/config loading issues, but 43931 is Qwen3-VL shape mismatch and 45216 is Qwen3.5 save_pretrained corruption; different models and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "43493 is a SigLIP2 implementation discrepancy; 43827 is a docs issue about pipeline references after removals. Code bug vs documentation." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "42907 is a dequantized save failure, while 45698 is loading the wrong custom module after save_pretrained. Related only by save/load wording, not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression versus an import failure for GenerationMixin; these are unrelated code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but 43316 is a Gemma3TextConfig API discrepancy and 45759 is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs; distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "33290 is an OOM with Adafactor+DeepSpeed; 36331 is a Trainer API signature mismatch. Different problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "43749 is broken FSDP CPU RAM efficient loading; 43931 is a Qwen3-VL weight-shape mismatch. Both mention loading, but not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "43643 is trust_remote_code returning incomplete configs; 44913 is GPTNeoX rotary_pct not persisting on reload. Similar theme, different root cause." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "44190 is a local dataset loading script issue; 44496 is an unrecognized model/config model_type error. Different failure points." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "44855 is a Python 3.13 import/parsing error in DebertaV2Model; 45137 is a DeepSpeed ZeRO3 deque underflow. Unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape regression and missing PyTorch import for AutoModel are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal code, but one is video input handling in Qwen3OmniMoe and the other is batched apply_chat_template with padding=False. Not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different issues in different parts of the model." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure do not share a concrete code path." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "43295 is a processor.tokenizer regression after v4.57.5; 43825 is an incorrect pipeline error message about translation support. Different surfaces." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API mismatch and granite_speech strict-config loading are distinct model/config issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch between preprocessor and model are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and resume_from_checkpoint key mismatch are different training/runtime bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature and Windows ROCm torch.distributed import/type errors are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family issues, but 43404 is untied lm_head weights and 43441 is a FlashAttention failure in Ministral-3; different code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:46050", + "issue:46178" + ], + "soft_pairs": [ + "issue:43606|issue:43701", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:43673|issue:44743", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:41950|issue:43475", + "issue:43295|issue:44871", + "issue:43388|issue:43688", + "issue:43761|issue:44479", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:43906|issue:45290", + "issue:44479|issue:44734", + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:44534|issue:44913" + ], + "prepared_review_unit_hash": "610e40e91628fd0fffc919bab8454bb4790eb331fd984118ebd455ed7585c649", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated Transformers bugs spanning model loading, generation, configs, multimodal processors, and training/runtime regressions. The soft edges are mostly lexical similarities rather than the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression-style report in the set; it best represents the cluster\u2019s recurring v5 initialization/load regression theme without being tied to a single niche model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue representative because it is broad and version/regression-focused, making it the closest umbrella for the cluster\u2019s overlapping Transformers 5.x breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch. No shared code path or symptom." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about patchtsmixer post_init policy, the other about non-persistent buffers being filled with junk. Similar v5 timing, but different bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is missing GenerationMixin cache in chunked_prefill while the other resets recurrent states in modular_qwen3_5. Not the same defect." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution issue and Qwen2-57B-A14B-A14B tp OOM are different runtime problems." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading is not the same as a key error while loading facebook/MobileLLM-125M." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification image-processor lookup bug and SAM3 video missing attribute error are different multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model code regression around processor.tokenizer is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both concern training/evaluation losses, but one drops label elements in gather_for_metrics while the other misnormalizes auxiliary loss. Not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression affect different model families and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failures are about tokenizer/model loaders, while Olmo-Hybrid-Instruct-SFT-7B lacks a model_type config. Separate load-time errors." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab collapse is a weight-tying issue; Gemma 4 mm_token_type_ids defaulting is a multimodal input handling issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to quantized model save/load breakage after sinq." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and backend mapping missing tensorflow_text are unrelated config/backend issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Beit semantic segmentation legacy-field loading bug is different from wrong custom module selection after save_pretrained." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization after resize are unrelated training/model-init bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM is a capacity issue; Whisper empty transcription failure after align_special_tokens is a generation/tokenization edge case." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation tensor indexing crash in serve is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate stale warning for num_return_sequences is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and load balancing loss omission in MoE routing are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and sliding_window issues in Qwen3-MoE are separate configuration/model behavior problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/path regressions." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A repro of an earlier issue and chat template crashes on tool-call assistant messages are not the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in several Qwen VL models is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are not the same as a stale warning in paged generate()." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script and Phi-4 multimodal model loading failure are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct not persisting are both save/load related but clearly different fields and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:41628", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44521", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:44792|issue:45600", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:35141|issue:42490", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:45127|issue:45357", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:43650|issue:44220", + "issue:45245|issue:45584" + ], + "prepared_review_unit_hash": "95853638655552f5a3e585b4a59828d91174f23d19a89851c0f4a8ec66f453c6", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports, import issues, config regressions, and example-script failures. The soft links mostly reflect superficial keyword overlap rather than the same underlying defect, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is about stale docs after v5 removals and the other is about a model/pipeline inference quality bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but the reported failures are different code paths: assistant masks vs video vision position ids." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems and failures: Janus image-generation test breakage vs removed Sam3LiteText entries in auto-mappings." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different bugs: a Qwen3 CUDA assert under device mapping vs a category-count runtime limit." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding reinitialization and local-path trailing-slash import warnings are unrelated bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import is unrelated to a Qwen3.5 chat runtime crash." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but one is about optional post_init in patchtsmixer and the other about strict config loading for granite_speech." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different code paths: SwitchTransformers layer construction vs DebertaV2 import failure on Python 3.13." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "One is a torch.compile/SDPA model bug; the other is a dataset-loading problem in an example script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version related, but one is a packaging/runtime support issue and the other is a specific import parser failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload behavior are different config/state bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge corruption with extended vocab is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except swallowing KeyboardInterrupt are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures in different paths: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/API bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is not the same issue as broken auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config validation errors, but they affect different parameters and code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "An example classification script returning empty predictions is unrelated to loading a local dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize behavior and Whisper empty-transcription handling are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44561|issue:45632", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:43976|issue:44987", + "issue:42490|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43673|issue:44336", + "issue:43824|issue:44933", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584" + ], + "prepared_review_unit_hash": "3dcc6d8a5db41c8b90fbb2d019978107ac583bbe7d8ef2691eddc513ea65f053", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37277, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: all proposed soft pairs describe different bugs, models, or code paths rather than the same underlying issue. No PRs are present. If a single issue must represent the set, issue 43824 is the strongest standalone regression report, but it is not a duplicate of the others.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43824 is the most concrete and broadly impactful report here: a clear ImportError on a named public model class, with multiple inbound references and substantial discussion. It is the best representative issue among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest action-oriented issue in the set: specific failure, clear symptom, and useful external impact. It stands best as a representative issue, though not as a duplicate magnet for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different problems: pipeline image-processor lookup vs notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols/modules and unrelated fixes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/backend complaint vs vague dependency issue; no shared concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: tokenizer padding/NER crash vs serving KV-cache continuation indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same subsystem (flex_attention) but different concrete failure modes and fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness vs unsafe sys.modules access; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different bugs: weight tying vs save_pretrained regression." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model outputs issue vs dummy Conv2d implementation detail." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serving tensor-indexing crash is unrelated to local trust_remote_code cache path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Config object missing fields with trust_remote_code is distinct from missing model_type unrecognized-model loading." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and different breakages: Phi-4 load failure vs removed Sam3LiteText config refs in CI." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code breakage from removed API is unrelated to cache-path collision behavior." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model load failures for different repositories and failure causes." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 loading regression." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local path handling, but trailing-slash warning and leaf-directory cache collision are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family only in name; save/dequantization and FlashAttention loading are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to Sam3LiteText auto-mapping cleanup." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch in text classification pipeline." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading vs PIL backend incorrectly requiring torchvision are separate issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI terminal output are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing export for a model class vs nonexistent import from image_utils are different import bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression is different from Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs/behavior mismatch is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43976|issue:45405", + "issue:44279|issue:45405", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:43450|issue:44279", + "issue:41950|issue:43650", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "e10170db0d967395039c18365e4aab115847a4fb68ee7295b903a91322fb644d", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35618, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the candidates span distinct bugs in model loading, tokenizers, configs, docs, and runtime behavior. With no PRs in the set, issue 44521 is the best anchor candidate because it is specific, reproducible, and has the strongest ongoing discussion.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the most concrete and representative bug report here: it has a precise multimodal failure mode, clear repro value, and the most inbound references/discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best global issue candidate for triage because it is actionable, narrowly scoped, and likely to attract/absorb related reports better than the broader regression/meta issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: missing `model_type` in a specific model config vs. `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.x, but one is a model-loading failure and the other is incorrect `save_pretrained` key serialization for visual encoder weights." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated config issues: default vision/audio sub-config initialization vs. missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal paths: chat template assistant masks vs. Qwen2.5-VL rope-index scaling for still-image position ids." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Distinct model behaviors: MoE load-balancing loss gating vs. Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "`HybridCache` import failure is one specific symbol error; 45278 reports a broader set of import errors after a major version update." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as the broad `remote_code` breakage regression." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: BLIP-2 dtype propagation on load vs. Qwen3.5 checkpoint serialization regression." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Separate tokenizer regressions affecting different model families and outputs: DeepSeek tokenization vs. Granite token IDs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: pipeline processor selection vs. Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated failures: zero probabilities in SigLIP2 vs. CUDA OOM in Sam3Video." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as bumping `MIN_PEFT_VERSION` to an unreleased release." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlashAttention compilation on torch 2.9 is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is stale pipeline docs wording." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression is distinct from DeepSeek producing wrong token IDs." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "The placeholder issue title is unrelated to an `AttentionInterface.register` behavior change." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring repository `tokenizer.json` and crashing in `_patch_mistral_regex` are different tokenizer-loading failures." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a serialization bug, not the same as AutoTokenizer ignoring `tokenizer.json` on load." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to a dependency issue." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A real pipeline bug is not the same as the placeholder `ADD THE DATA` issue." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` TypeError are different failure modes in different artifacts." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they target different files and failures and do not look like the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and Gemma4 embedding resize behavior are different model-state bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure and dequantized model offload/load failure are related to quantization broadly but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43262", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45823" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43262|issue:44521", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "a21032a41e4ee82229db6aac97917c56fb28f7d62b14cf2f1154aff0d2a53c82", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34896, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. The soft-similarity pairs share broad keywords (e.g. deepspeed, apply_chat_template, tokenizer, v5) but point to different code paths, models, or bug types, so none look like safe duplicate merges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the most active and well-described report in the set, with multiple discussion entries and inbound references; it is the best available representative only because there is no clear duplicate cluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the strongest standalone issue candidate: concrete repro, current open bug, and the most external attention among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is an Adafactor OOM and the other is a double-step bug; different failure modes and likely different fixes." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a placeholder/placeholder-like issue versus an apply_chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "File-saving bug in processor.save_pretrained versus a Zero3 from_pretrained loading issue for Gemma-4; different surfaces and causes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the Chinese report about slower data filtering after upgrade." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary loss behavior when denoising is disabled." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver interpolate_pos_encoding failure are different model bugs with no shared code path." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing rms_norm_eps in MLA layernorm, the other is torch.split return handling in a MoE indexer; unrelated implementation bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is ESM2 being broken; different components and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both touch attention kernels, but Ministral-3 FlashAttention failure and compiled flex_attention failure on torch>=2.9 are distinct compatibility issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging backend omission for TensorFlow in a torch install is unrelated to Python version compatibility in 5.1.0." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is audio sample-rate defaulting and the other is multimodal assistant masks; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions in different models, but CamemBERT MLM predictions and Deepseek tokenizer outputs do not indicate the same root cause." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline is not the same as SigLIP2 producing nonsensical model/pipeline outputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression during chunked prefill and CLIPVision hidden_states behavior are separate API regressions." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different import/backend failures: sentence-transformers hitting nn import error versus tensorboard-only install missing TensorFlow backend." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class is unrelated to Python 3.9/3.10 support mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 loading under Zero3." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are separate model-loading issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and slow import performance are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config loading, but one is a specific missing pad_token_id in Llama4Config and the other is generic missing fields with trust_remote_code; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to Python version support in 5.1.0." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different runtime failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale warning in paged generate() 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": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:44246|issue:44871", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43352|issue:45250", + "issue:44779|issue:45292", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45987|issue:46082", + "issue:45292|issue:45701", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:45375|issue:45759" + ], + "prepared_review_unit_hash": "c5ab0e72b7e35b0b5dedcb5f3d45a126519fe2c5fae67593e42f43260a0732e5", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports with only loose thematic overlap in a few Qwen/config-loading items. None of the soft pairs look like the same concrete bug or change closely enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45701 is the broadest open regression report in the set, with multiple inbound references and a generic title about version-dependent tokenization changes, so it best serves as the umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global representative because it is open, broadly scoped, and most likely to absorb related duplicate reports about tokenization regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE load failure; too different to treat as one bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-color output in loading_report and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error and a Gemma-4 Zero3 from_pretrained failure are different code paths and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "These are different model-specific loss computation issues, not the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and an unrecognized-model/config loading error are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug is not the same as an audio fbank feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; not the same failure." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction and unsafe sys.modules access are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors from different modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are different missing-symbol import failures involving unrelated APIs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI escaping and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 eos_token_id mismatch are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breaking trust_remote_code are separate regressions." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A Qwen2_5_VL import error and a DeepSpeed ZeRO3 BertModel IndexError do not share the same code path." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss handling and an AMP CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model saying Flash Attention 2.0 is unsupported; the other is only a generic Flash Attention 2.0 issue/request." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 token-type defaults are different model issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a slowdown after upgrading transformers are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline dropping the final partial batch are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior and Whisper empty-transcription generation are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but they affect different models and failure modes; not enough to merge." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings output propagation is not the same as a broad tokenization regression." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and import slowdown are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and a ZeRO3 deque IndexError are different failures." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A missing strict-field in Qwen3_5MoeVisionConfig and composite Qwen multimodal text_config unwrapping are related only at a high level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482" + ], + "prepared_review_unit_hash": "d4370d83d089b3fb6203f7930e6adada40131bd0beb7cbea486b992dc8c69bb0", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37279, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set; it mixes unrelated tokenizer, model-loading, generation, SAM3, Qwen, DeepSpeed, and save/serialization regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43646 is the broadest issue in the set and the closest thing to a cluster anchor, covering a general v5 model-initialization regression rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most suitable representative for triage because it is the least specific and most broadly framed regression here, though it still does not truly duplicate the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different failures: model loading regression vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different code paths: stale indexer cache on second forward vs Gemma mm_token_type_ids defaults." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: video-input regression for Qwen models vs Windows/ROCm import dependency failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same product area (SAM3) but different concrete bugs: dummy Conv2d vs model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and symptoms: missing FPN output field vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/weight behavior, but one is tied-weight serialization and the other is resize_token_embeddings on t5gemma." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is from_pretrained loading and the other is optimizer stepping called twice." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weight warning is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash on second forward is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a tie_word_embeddings warning and the other is a flash-attention generation regression." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText auto-mapping references." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different issues: tied-embedding warning vs stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import problem." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention cache, but chunked_prefill cache absence and wrong tensor indexing in /v1/responses are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch loading Qwen3-VL is unrelated to Qwen3.5 tied-embedding warnings." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the ROCm/torch.distributed import failure." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Both are pipeline/model issues, but dummy Conv2d in SAM3 is not the same as MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to tokenizer decode-error masking." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decode regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Save_pretrained bugs, but tokenizer_config mismatch and processor missing files are not the same defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a broad performance slowdown after upgrading Transformers." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation/cache handling, but the concrete bugs and triggering paths differ." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 model-init breakage vs ESM2-specific breakage; not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:44297", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to protobuf exception masking." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different model families; not one underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not the same as processor save_pretrained missing files." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is unrelated to double optimizer stepping under DeepSpeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5 symptoms: filter slowdown vs from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different serialization/load 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": 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-10000-427", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123" + ], + "soft_pairs": [ + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44964|issue:45137", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43673|issue:44188", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "f450c8740cd80c49d19e8745ce0d954d46d5e1d6ccc4131fcf230e87058105a1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a loose collection of unrelated Transformers issues with superficial title overlap (mostly import/load/model-name phrases). No soft edge looks like the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/video model issues, but one is a missing attribute on Sam3 output objects and the other is a qwen2.5-vl video position-id bug; different code paths and failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a DeepSpeed ZeRO3 gemma-4 loading bug; no shared concrete failure mode." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel missing PyTorch dependency error vs Sentence Transformers loading hang; unrelated symptoms and likely different causes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers 5.0 bug vs processor.save_pretrained missing files; different functionality and different failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute vs AutoConfig.from_pretrained dropping fields with trust_remote_code; unrelated object/model-config issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention mask bug vs MaskGenerationPipeline final-batch handling bug; different subsystems and failure semantics." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol or file." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 backend settings complaint vs old InternVL2 remote-code/meta-init incompatibility; no shared code path." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Missing Sam3 output attribute vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; different object model and registry logic." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id; saving quantization state and config attribute access are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and similar title, but the first is a missing config field dropped by strict handling while the second is a from_pretrained error in a later transformers version; not enough evidence they are the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring crash under future annotations; completely different mechanisms." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error and the other is a missing vision config field; not the same concrete issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different runtime problems and likely different fix locations." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache/update bug vs attention kernel divergence under torch.compile; unrelated generation vs attention compilation paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure vs HybridCache import failure; both are import errors but for different classes and modules." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title about Qwen3ForCausalLM VRAM leaks, but the second appears to be a later report; without concrete evidence of the same root cause, do not merge." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained on moe; one is numerical correctness, the other persistence/saving." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism incorrect output vs infinite loop on a specific image; different user-visible failures and different triggers." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe vs Qwen3.5 Moe from_pretrained error; one is saving, the other loading." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; both imports, but different missing names and likely unrelated breakages." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2_5_VLForConditionalGeneration import failure; unrelated save vs import problems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque IndexError; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Tensorflow missing from torch extra install vs leftover dummy classes leaking into dir(transformers); different packaging problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs failed janus image generation test; no evidence of the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is a Transformers 5.0 bug with Qwen3-VL-Moe and the other is a Qwen3.5 MoE from_pretrained error; too broad to merge." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache missing in v5.0.0 during chunked_prefill vs attention-kernel divergence under torch.compile; distinct generation and attention issues." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained loading preset issue vs pytest-xdist race in captured_info.txt; unrelated model loading and test harness problem." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config.json issue vs pytest-xdist file race; no shared underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs xdist captured_info.txt race; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder padding-mask discrepancy vs load-balancing loss omitted when output_router_logits=False; different models and failure types." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in extras install vs stray image_utils import export; packaging/backend issue vs API surface 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": 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-10000-427", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44190|issue:46082", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:22355|issue:28282" + ], + "prepared_review_unit_hash": "25258e982438d14adb3e20d49daebde4d5d026e77680e857dc62a42a1b65480a", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37644, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grouping of unrelated Transformers issues, with several tokenizer/v5 regression topics but no pair that looks like the same concrete bug. I would use the broad tokenizer-regression issue as the representative issue, but not as a duplicate target for the others.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the broadest and most central tokenizer-regression ticket in the set, and it best represents the recurring v5 behavior-change theme across several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best overall representative because it covers the widest shared theme in this cluster (tokenizer behavior regressions in v5), even though it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: vitpose model breakage vs Gemma 4 missing mm_token_type_ids defaulting." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility failure vs a missing import/export from image_utils; unrelated failure modes." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is not the same as output embedding reinitialization after resize." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling and Whisper timestamp decode crash affect different code paths." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are different concrete issues: whitespace cleanup vs Granite token IDs." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed AdaFactor OOM are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import failure due to nn missing is not the same as a missing Qwen2_5_VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to the auto_docstring future-annotations crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue in v5 is different from add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is a generic v5 cleanup behavior change and the other is Kimi-K2.5 codec handling/fix_mistral_regex behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is a different concrete bug from clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches and remote-code/meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT minimum version bump and leftover dummy classes are unrelated repository hygiene/dependency issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3-family bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same bug as clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered position_ids buffer and optimizer step being called twice are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression is not the same as AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and dummy classes leaking into dir(transformers) are separate import-surface bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe handling and tokenizer_class mismatch in tokenizer_config.json do not describe the same failure." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed optimizer double-stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig None defaults and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained/moe and processor save_pretrained missing files are different save-path bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow not being reported after failed training and Llama 3.2 Vision loading regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-427", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44206|issue:45103", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "1b444b0ac3dfc300b64c3e24853f3ceb4739b774cd997604e5634c41721cf05e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are superficially similar only because they involve Transformers regressions, but they describe different code paths, models, and failure modes. I do not see any soft pair that is confidently the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue stands out because the set spans unrelated topics (imports, tokenizer loading, generation, save/load serialization, config validation, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest user-facing regression in the set, but it is only a loose representative rather than a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different packages and likely different breakages." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "One is a v5 type-checking regression in PretrainedConfig; the other is a LlamaConfig head_dim validation issue." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "These concern different problems: one is a feature extractor crash, the other an auto-docstring annotation bug." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import error vs MLflow reporting on failed training jobs; no shared code path." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow status reporting and embedding resize/post_init behavior are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer-loading regression vs flash-attention generation failure; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs a question about shard size; not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update logic and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer is not the same as meta-init incompatibility for remote-code checkpoints." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are distinct bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request validation failure vs Gemma4Processor missing _tokenizer attribute; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are not the same failure." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo does not match a RoPE implementation bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id inconsistency are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is torch.split return handling and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different symptoms: meta-init incompatibility vs incorrect visual encoder keys on save." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probabilities are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but the model types and reported failures differ too much to merge confidently." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they affect different models and the titles do not indicate the same root cause." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer failure may both be tokenizer-related, but there is no evidence they share the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision issue and InternVL2 meta-init incompatibility are different model bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention 3 training degeneration and NaNs during checkout/init are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy concerns and Qwen3.5 moe from_pretrained errors are not the same problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different API layers; no shared bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default subconfig initialization and GPTNeoX rotary_pct reloading are unrelated config bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 bug are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer return-value handling and a docstring issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping bug and missing BOS/EOS tokens are both tokenizer-related but not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import and a broad upgrade causing many import errors are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:22355|issue:28218", + "issue:44671|issue:46132", + "issue:43122|issue:44521", + "issue:43576|issue:43784", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "d5d59ef1a98c2a995a99726242f42507b26aa6e3e8038de2c2704af4c7c1e7a1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35083, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity mix: tokenizer regressions, generation bugs, import errors, vision/model-specific issues, quantization problems, and training/runtime issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the best representative available because it is active/open, has the most discussion/inbound references, and sits on a broadly relevant apply_chat_template/tokenizer path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest global issue candidate for triage, but only as a loose representative; the cluster is too heterogeneous for a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update logic is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is cache/offline loading and the other is decoder type selection." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to a multimodal infinite-loop bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are different model bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer issues." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT MLM output regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization version differences and multimodal assistant-mask zeros are distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading stall and MacOS bus error are different runtime failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access issue for position_ids and tokenizer_class mismatch are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwarg propagation and chat-template tool-call crash are different processor bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation sync_gpus kwargs handling and Qwen3.5 recurrent-state reset are different logic errors." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized save failure and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions and batched chat-template crash are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is not the same as broad upgrade-time import errors." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failing to load a specific model are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output errors are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layer norm precision/config bug and a docstring issue are not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings are separate SAM3 bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping regression and multimodal assistant-mask zeros are distinct tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification example script returning empty results and Gemma 4 token-type defaults 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": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:43278|issue:44945", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:43992|issue:44704", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43493", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "59c5711e754ab1b3ff2dee735d7c12fb070bdab60d7fc51004964fa2e53be704", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35266, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions and model-specific import/load/save bugs. The soft pairs mostly share broad themes (tokenizers, v5 regressions, Qwen/MoE) but do not look like the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43122 is the best cluster representative because it is a broad tokenizer-regression report and sits near several other tokenizer-related items, while still being concrete enough to describe the main recurring theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 best captures the recurring user-facing problem space in this set: tokenization changes/regressions around the v5 transition. It is the most central among the provided issues without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different bug areas: a missing ReLU in DSA indexer vs GLM-5 RoPE implementation. Same general model-internals theme, but not the same underlying problem." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: dequantized Ministral/Devstral save issue vs Phi-4 multimodal loading issue." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "One is a Qwen3-VL-Moe model/runtime bug; the other is tokenizer.save_pretrained metadata mismatch. No shared concrete code path." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug vs Sentence Transformers load hang; unrelated symptoms and subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a generic version-to-version difference and the other is Deepseek-specific incorrect output. Too broad to treat as one bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Save/dequantization problem for Ministral/Devstral is not the same as gguf_file loading failures in AutoTokenizer/AutoModel." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label classification output issue are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same model family and MoE wording, but one is a Qwen3-VL-Moe behavior bug and the other is FP8 save_pretrained. Not enough to unify." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different release breakages." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 around v5.4.0, but one is checkpoint saving and the other is from_pretrained loading. Related, but not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different dependencies/symbols; no indication of one underlying defect." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch in evaluation vs incorrect LLM output under pipeline parallelism are different failure modes and code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenization-related in v5, but one is a generic tokenization change and the other is a Qwen3.5 flash-attention generation issue. Not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow extra-install packaging and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific multimodal issues: SigLIP2 implementation discrepancy vs Qwen3_5 image loop." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but one is decoder-type metadata and the other is model output/tokenization correctness. Too different to merge." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import symbol vs broad many-import-errors report; the latter is a superset-style release complaint, not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in from_pretrained and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different areas entirely: ONNX import error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct defects." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 umbrella, but GenerationConfig validation and RoPE implementation are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support/load failure is unrelated to the flex_attention PyTorch version check bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Both involve model-specific breakage, but one is vitpose loading issues and the other is Ministral-3 flash-attention failure. Not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output issue and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and missing get_number_of_image_patches 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-10000-427", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:42222|issue:46178", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:44484|issue:45310", + "issue:42490|issue:42673" + ], + "prepared_review_unit_hash": "a51b617bcd2e435e45077e8b6a1dd12f249a36aff47f76a9d687361e4f6cdf52", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped together; only one soft pair appears to be a true duplicate (the Qwen3-VL-Moe v5 bug).", + "confidence": 0.8, + "canonical_issue_reason": "No single cluster-wide canonical issue: the set spans unrelated import, tokenizer, training, vision, and docs regressions; issue 44038 is only a clear duplicate anchor for one small subpair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44038 is the strongest representative because it has an almost identical twin (45478) for the same Qwen3-VL-Moe `transformers>=5.4.0` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Both concern training/eval behavior, but one is about ignored SGD args and the other is a train-then-evaluate failure; different bugs and code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: wrong optimizer states on nonzero ranks under FSDP/PEFT vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5/Qwen3-VL-Moe v5 regression with effectively the same reported failure; these look like duplicate reports of the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained visual-encoder key regression, the other is a from_pretrained load error; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example-script multi-label classification failure and a pipeline() v5 error-message/docs issue are different user-facing problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs flex_attention import/version gating." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "A GenerationConfig validation error for GLM-5 is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention and Gemma4 bidirectional masks are separate attention bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a Qwen3 offset_mapping bug; not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer models and symptoms: Qwen3 offset_mapping vs DeepSeek wrong outputs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention crash on sink-less models involve different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leakage across dataloader threads is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation issues are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Init-empty-weights TypeError and PretrainedConfig type-checking breakage are distinct regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape handling and AutoProcessor crashes without torchvision are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency minimum-version bump and an AuxRequest import version check are not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Too little evidence that the vague testing_utils bug and the xdist captured_info.txt race are the same underlying defect." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a tensorflow_text backend lookup error are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and the Mistral regex patch AttributeError are different tokenizer failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no evidence of the same breakage." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "qwen3next missing projections and Qwen3.5 MoE from_pretrained errors are distinct model-specific bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 causing degenerate training is not the same as a save_pretrained checkpoint regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset-mapping corruption and runtime post-processor updates are different tokenizer behaviors." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in multi-threaded loading and an Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py execution failure and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "A trailing-slash local-model import warning and a VRAM leak under dataloader threads are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and the conservative stance on the soft edges is appropriate. The only accepted duplicate pair (44038/45478) is at least plausible from the titles and shared Qwen3 MoE / v5 regression framing, while the other rejections stay cautious and consistent with the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46123", + "issue:46172" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43673|issue:46123", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "ce0970f47a3f890de64636028d93201baf8d6bb0716bb435eefcd115ebf0dc8e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37837, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers regressions; the soft edges are generally too weak for duplicate merges, and the Qwen3.5 chat/completions pair is not strong enough to accept here. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general post-v5 import/regression theme better than the narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue for the cluster because it captures the widest user-facing upgrade regression pattern among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 backend-setting guidance and MLA q_a_layernorm rms_norm_eps precision are different defects." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning vs MobileLLM key error; same area, different bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "45278 is broad import breakage, but 44933 is a specific missing export; not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a config symbol and audio feature extraction failure are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow in a tensorboard-only install are different packaging/model issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized Olmo model loading are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "They both mention chat/completions and Qwen3.5, but the packet does not give enough endpoint-level evidence to treat them as the same underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is decoder-type metadata and the other is changed tokenization output." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend-install packaging issue vs broken VitPose model loading are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API warning and FineGrainedFP8 accuracy regression are not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD arguments and double optimizer.step() under deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time float32 warning and BLIP2 dtype propagation bug are different precision issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-next/Qwen3.5 loading failures; not the same code-path problem." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size default behavior has nothing to do with Qwen3.5 MoE loading." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embedding-tie API removal and unexpected position-id keys are different regressions." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking are separate issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing multimodal patch helper and MLA precision/config behavior are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type-checking regression and undefined tf backend error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model-internal math paths; no evidence of one shared bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in DSA indexer vs DeepSeek-V4 transpose issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 warning and SAM3 tracker model-type mismatch are different problems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models and symptoms are not mergeable as one fix." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-next missing projections are distinct loading bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen model families with different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache regression and pipeline final-batch handling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie API removal and gguf_file/from_pretrained breakage are different problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to a testing utility bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model-loading failure are not clearly the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size defaults." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing multimodal-token helper and GlmMoeDsaIndexer torch.split behavior are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:44483 vs issue:45464 only clearly share the chat/completions area and Qwen3.5 context, not enough to confidently call them the same endpoint bug. The packet does not provide merge-level evidence for that duplicate claim, so the analyst is overstating the match. The rest of the false negatives look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "6a32e07ac268ddad00f5e7c65be2fb70f32bec608a8f0dcd4913656af1c62648", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers issues spanning import errors, model-specific architecture bugs, tokenizer/load-path regressions, attention-backend quirks, and save/load problems. The soft similarities are largely superficial keyword overlap rather than the same underlying defect, so there is no clear duplicate canonical artifact.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek models, but one is a model-implementation divergence and the other is a specific tensor transpose bug; different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are load-time crashes, but one is missing torchvision and the other is a missing mistral_common symbol; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different modules and versions." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA RMS norm precision/config issue is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger-kernel application are separate training-path bugs." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model persistence, but one is a v5 API/removal warning issue and the other is quantized save/load corruption." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken construction failure and TOKENIZER_MAPPING_NAMES None handling are different tokenizer code-path bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen config/model problems, but one is missing attention projections and the other is a config field being dropped by strict validation." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation versus HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen-family models, but the specific architectures and failure modes differ." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/cached-file API requests and a missing embed_tokens weight are unrelated loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization/load behavior, but one is save/pretrained regression and the other is offloading not working as expected." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwarg forwarding and auto_docstring annotation handling are unrelated subsystems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading with optional torchvision and tokenizer mapping returning None are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class is not the same issue as an AutoProcessor crash without torchvision." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The titles point to different tokenizer-related failures, with no evidence they share the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping errors are unrelated environment issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are separate model-specific problems." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight and the default max_shard_size discussion are not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation messaging and Pipeline save_pretrained failures are different concerns." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning during bfloat16 compilation is unrelated to the tie_word_embeddings warning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is lack of FlashAttention 2 support for Nemotron; the other is GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 image-loop bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is model quantization persistence and the other is saving Pipeline objects." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to the DeepSeek tensor transpose bug." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper load failure and MaskGenerationPipeline final-batch dropping are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model and Python-version compatibility are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend scaling behavior and AttentionInterface.register changing function behavior are not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend configuration loss is unrelated to the zero-loss sequence-classification bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP/PEFT optimizer-state issues and GPT2 attention scaling under SDPA 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": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46172" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593" + ], + "prepared_review_unit_hash": "2b3c03b9665932338b42bfeda36e44a93bdf3b362b00a1ae8fe160387f5dfc5e", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and model-specific bugs, with only one plausible duplicate pair around CLIP v5 output regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43761 is the clearest duplicate target here: it reports the CLIP v5 forward/output regression, and issue:43618 appears to be the same missing-output bug on the same CLIP code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Among this mostly unrelated set, issue:43761 is the best representative because it is a concrete, reproducible regression with a clear duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling vs chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE save/load, but one is save_pretrained FP8 failure and the other is a from_pretrained load error." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config vocab_size error and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bf16 warning during compile and flex_attention compile failure are different bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bf16 compilation warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different modules; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where requested model outputs are no longer populated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom-module loading after save_pretrained is unrelated to the DeepSeek transpose bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression and GPT2 attention scaling ignored are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Request validation failure and assistant tool-call chat-template crash are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request acceptance and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3.5 loading regression and sorted state_dict load error are different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and GLM-5 RoPE discussion are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size error and SAM3 missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores and pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize bug and bidirectional attention-mask bug are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3.5 model loading regression and infinite-loop-on-image bug are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and pipeline object saving are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change and wrong tokenizer decoder type are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules; not the same underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attr error and PatchTSMixer post_init validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig invalid are different model-specific bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load error and Qwen3.5 save_pretrained checkpoint regression are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and pipeline save_pretrained serialization are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they target different versions and different failures." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The CLIP pair (43618/43761) is a reasonable same-regression call based on the titles, and the rest of the pairwise rejections are 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": 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-10000-427", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44484", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:42490|issue:44075", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43576|issue:46132" + ], + "prepared_review_unit_hash": "b8fc394db51711eda0d21e2d19937f2bd6a1b923404ef2e6a19d38605b3b697c", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of v5-era regression reports around model loading, config/schema mismatches, tokenizer/import breakages, and a few unrelated performance/test issues. The titles are thematically similar, but the concrete root causes are usually different, so the soft edges should stay split.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it explicitly captures the broad cross-version import breakage pattern that many nearby reports resemble, without being as narrowly model-specific as most others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest triage anchor for the cluster because it summarizes the general upgrade regression pattern and is broad enough to represent the surrounding loading/import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but they affect different models and missing fields (`vocab_size` vs `pad_token_id`), so they do not look like the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is about `CLIPOutput.attentions` not being assigned; the other is a Qwen3.5 `save_pretrained` regression. Different code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute for Gemma3 is unrelated to MoE load-balancing loss handling." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "These are separate model-loading failures: Flash Attention 2 support gating for NemotronH vs a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is a different fix from broad import failures after upgrading to v5." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve loading, but one is a missing `embed_tokens.weight` in UMT5 and the other is a Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted-state-dict loading error and a missing `deepstack_visual_indexes` config field are different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-Python import errors and the Python 3.13 `@torch.jit.script` indentation parsing issue are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention slow import paths, but one is specifically about removing `import *` usage while the other is a general import-sometimes-slow report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to xdist races on `captured_info.txt`." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing config attributes and wrong optimizer states on nonzero ranks are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failures and `PretrainedConfig` type-checking breakage in v5.4.0 are different regressions." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A model-load error from sorted state dicts is unrelated to the `max_shard_size` question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "A missing attentions assignment in CLIPOutput and an AMP/CUDA crash in LwDetrImageLoss are different subsystems and bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Missing CLIP attentions and Qwen3.5 flash-attention generation failures are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test and a Phi-4 multimodal loading failure do not share a code-path." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A missing `set_seed()` in tests is unrelated to the GraniteSpeech stale device-override failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flakiness and broken `auto_mappings.py` references are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still causing network requests and the `AddedToken(..., special=...)` argument conflict are distinct tokenizer/loading bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading old checkpoints after upgrading are related in theme but not the same concrete defect." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken `transformers env` command and changed `AttentionInterface.register` behavior are separate API/CLI regressions." + }, + { + "left": "issue:43931", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 loading, but they describe different symptoms: weight-shape mismatch vs `from_pretrained` error in v5.4+." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen3.5 regressions, but one is incorrect saved checkpoint keys and the other is incorrect visual encoder keys; they are not clearly the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "A missing config field dropped by strict validation is different from the Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to a model implementation divergence." + }, + { + "left": "issue:45561", + "right": "issue:46132", + "accept": false, + "reason": "A pytest-xdist file race and altered attention registration behavior do not match." + }, + { + "left": "issue:44242", + "right": "issue:43576", + "accept": false, + "reason": "Load-balancing loss computation and the `transformers env` command are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different missing attributes/loading failures; not the same underlying issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs and OOM during TP loading of Qwen2-57B are not the same failure mode." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Importing AutoModel without PyTorch and tokenizer-loading regression are different loader paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46143", + "issue:46144", + "issue:46178" + ], + "soft_pairs": [ + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:44222|issue:44230", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:44961|issue:45468", + "issue:44355|issue:46178", + "issue:38617|issue:43576", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:36296|issue:43901", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "6f5c13a439293e739239478fdd1d5992a4153e1de086364fbf0aece097600eeb", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37920, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mixed: most items are separate Transformers import/load/version-regression bugs, with a few loose subthemes around v5 breakages and Qwen3.5 MoE. I would not merge any of the soft-edge pairs as true duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "issue:33453 is the broadest representative of the recurring loading/import regression theme in this cluster, without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the most generic user-facing load-regression report here, so it is the least misleading anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both are test-related, but one is seed flakiness in SamHQ integration and the other is a testing_utils bug; different failures." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both involve version regressions, but one is int4 OOM/memory pressure and the other is checkpoint reload compatibility after upgrading." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/FP8/tensor-parallel areas, but one is FP8 save_pretrained and the other is missing _tp_plan for loading; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated subsystems: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is a local_files_only network leak; the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms: compiled Python file errors versus a post-upgrade data-processing slowdown." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a tensor-parallel _tp_plan issue and the other is a general from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Training-job MLflow reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache code, but the bugs are different: no_grad decoration vs sync_gpus model-kwargs handling." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor parallelism and the other is a missing vision config field." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang and model.forward docs confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only API leak and FP8 save_pretrained are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after version changes, but they affect different models and likely different serialization paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Accuracy in FineGrainedFP8 and a missing image-patch helper are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and a DSA indexer activation omission are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No overlap beyond being generic bug reports." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor parallel training are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs do not match the unrelated racoon issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are distinct." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different failures: compiled Python files versus save_pretrained on Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizers loading regression and Llama 3.2 vision model loading breakage are separate." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different broken import/CLI surfaces: huggingface_hub export vs transformers env command." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not one bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and PretrainedConfig type-checking are different regressions." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage does not match the Qwen2_5_VL import error." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion around forward arguments and an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor versus PreTrainedModel." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The racoon placeholder issue is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-file errors and a backend mapping ValueError are different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation and a broken env command are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwarg handling and the racoon issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE discussion and the racoon issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill and a cache-strategy typo are different issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels 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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-427", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "f580c72f94649c3c341fbfe545185e43bfa6816e94400a6b0a4a14ba3e59185f", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38837, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regression reports across different models and APIs; the soft edges are mostly theme-level similarity rather than true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is broad, version-regression focused, and overlaps with several other v5 breakage reports without being tied to one narrow model or API.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful anchor for triage because it is concrete enough to identify the failure mode (post-upgrade import/regression breakage) while still capturing the cluster\u2019s shared v5 migration theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are general v5 complaints, but one is a specific Qwen3.5 chat crash and the other is a broad \u201cmany models break\u201d report; different symptom and scope." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is about processor.save_pretrained missing files; the other is an unspecified bug report with no evidence of the same code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorFlow-backend error are unrelated failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model families and different problems: Qwen3-VL-Moe bug versus missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/loading mechanics, but one is lazy-loading correctness and the other is unsafe sys.modules access; not enough to be the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box output issue is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a 2D box output problem and the other is an infinite-loop case on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload after upgrade; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad \u201cmany models break\u201d complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance problems and a missing GenerationMixin cache in chunked_prefill are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 incompatibilities, but one is generic checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility; not clearly the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A StableLmConfig pad_token issue is a specific config regression, not the same broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a general \u201ctoo many models break\u201d issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Same general v5 regression theme, but one is a concrete import/regression report and the other is a vague umbrella complaint; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import time being slow is a performance issue; lazy loading not working is a correctness issue." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and a scheduler kwarg being ignored are unrelated test vs scheduler issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs handling and inverse_sqrt scheduler kwargs handling are different APIs and code paths." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bounding-box generation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command breakage and scheduler kwargs ignored are different features." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access and an unspecific bug report do not indicate the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown and cannot import HybridCache are both import-related, but one is performance and the other is a missing symbol/export issue." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo is not the same as incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing get_number_of_image_patches in Glm46V is a specific multimodal processor bug, not a broad v5 regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-related, but one is a bounding-box output issue and the other is a from_pretrained error for Qwen3.5 MoE; different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init on patchtsmixer and _tied_weights_keys list handling are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* slowdown and scheduler kwargs ignored are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around forward args and a tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application via model_init and flash_attention_3 causing degenerate training are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and broken lazy loading are both v5 behavior complaints, but they affect different subsystems and failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _tied_weights_keys being a list are unrelated save/load vs weight-tie internals." + } + ] + }, + "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-10000-427", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:46018|issue:46172", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "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:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "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" + ], + "prepared_review_unit_hash": "0002cfd7da7225bb6a3cff6cb05791323d8cca0e79e6f5be9a9d3e073d07a3d1", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40652, + "estimated_input_tokens": 10163, + "estimated_eval_tokens": 20582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Noisy cluster with one dominant theme: Transformers v5-era model/tokenizer loading regressions and compatibility breakages. The items are mostly distinct bugs, docs, or model-specific edge cases, so the soft pairs should not be merged as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the shared theme of many models breaking after the v5 changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest concrete loading regression in the cluster, with a specific versioned from_pretrained failure that is easier to anchor on than the broader complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same failure mode." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are deepseek-v4 related, but one is about shared expert gating and the other about a dtype/transpose bug; different code-path issues." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args vs a model-loading regression; not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM; different changes." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward doc wording vs flash-attention import error; no shared code path." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger kernel application in model_init and remote-code/meta-init incompatibility are different model setup bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multi-threaded dataloaders vs RoPE math bug; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support request vs a DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug vs Qwen3VL timestamp calculation; different behaviors." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs VRAM leak; not duplicates." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation vs processor.save_pretrained missing files; different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 positional encoding; different models and failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values bug vs Gemma-4 positional encoding issue." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm rms_norm_eps precision issue vs Gemma-4 audio positional encoding; different bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder type mismatch; not enough to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled 'Unemployment'." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash vs chat template tool-call crash; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue vs broad Transformers-v5 breakage complaint; not a real duplicate pair." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Placeholder issue vs a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs tied-weight key crash; unrelated config/model issues." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing vs tied-weight key handling; different config failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs an ImportError for configuration_utils; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request vs processor.save_pretrained missing files; different topics." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-status reporting vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading vs tensor-parallel training bug; different areas." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading slowdown vs documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 inference support request vs a from_pretrained loading error; not the same issue." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "General checkpoint load slowness vs tokenizer loading regression; both loading-related but different failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs qwen3-vl-fp8 support; separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights usage in Mamba vs RoFormer attention interface; different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared expert gating; unrelated model-specific issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning after 4.57.3; different areas." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; not the same code path." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation vs RoFormer attention implementation; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug vs RoFormer attention interface issue; different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation naming; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs config type-hint issue; different layers." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type hint mismatch vs quantization-operation typo; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-427", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43668" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7eda760011a00e52f5194029e60cb55f2be571c9831d452a51316005d8a1c065", + "component_budget": { + "node_count": 427, + "item_count": 427, + "soft_pair_count": 1575, + "serialized_chars": 815841, + "estimated_input_tokens": 203961, + "estimated_eval_tokens": 408178 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2312, + "estimated_input_tokens": 578, + "estimated_eval_tokens": 1412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are three separate model/config issues affecting different code paths; they do not look like duplicates. The Mask2Former ignore_value report is the most concrete and actionable item in the set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #42936 is the clearest standalone bug report: it names a specific model, a specific unused parameter (`ignore_value`), and an obvious fix path. The other two are different concerns in different components.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problems: one questions whether a normalization layer is RMSNorm, the other reports an incorrect type hint on `norm_eps`. No shared bug path." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former `ignore_value` usage and ModernBERT `norm_eps` typing are unrelated issues in separate modules; they would not be fixed by one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "683f91ca1b32065c453a502ecad4db58025f348fed2a2baaa81354ee9b9173fa", + "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": "The three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest and most concrete standalone request, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different areas: truncation strategy vs. extracting word start/end offsets from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared code path or concrete bug: learning-rate scheduling vs. Wav2Vec2 timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7af7b406f16d8e6620d408c0c6be4717354456e0810feccf7de9642a00438969", + "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": "These issues are only loosely related by theme (model/tokenizer loading and Hugging Face behavior), but they describe different problems: tokenizer mismatch, private-model auth messaging, and a generic model-loading failure. No soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding report in the set, with the strongest discussion activity and a direct user-facing model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it captures the core user impact most directly and is the most general of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problems: tokenization behavior vs. model loading failure. They are related only at a high subsystem level." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about the error message for unauthenticated private-model downloads, not the same bug as failing to load 'bert-base-uncased'." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "deccf97fac43f88b3bce2c79e66d743fc054665489cdf4486b3b3124a8cb59e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs. GGUF support. They share only a broad pattern (\u201csupport for more architectures\u201d), not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 33260 is the broader, more current request and has more inbound references, so it is the better representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33260 is the stronger cluster representative because it is more recent, broader in scope, and has external references indicating more interest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different concrete requests: Flash Attention 2 support vs. GGUF support. Same general theme, but not the same bug or change and not mergeable as one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-6", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "7d977b86cf86c9ac5df485698254f767883c21c2280563def0945950980a0ecb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8792, + "estimated_input_tokens": 2198, + "estimated_eval_tokens": 4652 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8792, + "estimated_input_tokens": 2198, + "estimated_eval_tokens": 4652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all docs-translation request issues, but they appear to be separate language-specific tickets or generic template placeholders rather than true duplicates. The similarity is largely templated wording, not the same underlying request.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 27088 is the clearest concrete example: it names a specific language and has a normal, non-placeholder title. The others are either different languages or generic template-style issues, so they are not the same issue.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative of the cluster because it is specific and actionable, while the others are either unrelated language requests or placeholder-form titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; one is Turkish and the other is a generic placeholder-style issue, so they are not the same underlying ticket." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different request and not clearly the same language or change; the title similarity is only from the shared template." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different translation request; the placeholder title does not establish the same underlying issue as the Turkish ticket." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct issues, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate language-specific tickets, not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder ticket; similarity comes from the template, not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "These do not identify the same language or change; likely separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Generic placeholder-style issue is not enough to treat it as the same as the Spanish translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from a generic template issue; no evidence of the same underlying ticket." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as another placeholder-form issue without language evidence." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "These are template-similar but not demonstrably the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like placeholder-form issues, but there is no evidence they represent the same language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same template wording is not enough to conclude the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Placeholder-style titles only show shared structure, not the same concrete translation task." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "76f0171434f47504d8977e1c1019d029f26a79ac8c4234950e43f6bf878eda6a", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21652, + "estimated_input_tokens": 5413, + "estimated_eval_tokens": 11082 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21652, + "estimated_input_tokens": 5413, + "estimated_eval_tokens": 11082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly broad model-request issues, but they point to different model families and sometimes different modalities (ASR, TTS, OCR, vision-language, etc.). No pair looks like the same underlying change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43671 is the most central representative of the request-style cluster, but only as an anchor for triage; the set is too heterogeneous to treat it as a true duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single representative because it is a clear, discussion-active model support request and sits near the center of the soft-similarity graph, even though the related issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert config vs DEIMv2); same broad category only, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model integrations." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Separate model requests for EuroBert and RF-DETR; no shared code-path bug/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions, not one duplicate request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model support and LFM2.5 Audio support are different model families and integration paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different implementation targets." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision-model support is not the same change as Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and sparse-transformer support are different code changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models, not the same fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work is not the same as Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request target different model types." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE handling are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE-related BERT-like models and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different modalities and likely separate integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support and sparse-transformer support are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation work." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support do not share the same code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer work and EUPE support are separate changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different models and different tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are still distinct model requests and not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "953bfe76bf03bf54c147a838f37222fb423514f42dcf0fa2b482c4436ed9a47d", + "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": "The two issues are unrelated: one is about block decoding, the other about DeepSeek v3.2 model support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 43037 is the more specific and self-contained request, so it is the better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different problem areas and intents: block decoding vs. model support. No evidence they refer to the same bug or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "6db3dbb8242898c73acf46fc1ba9cecceb00a7472f428a24be4c8faa8c82eca1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are thematically adjacent because both concern custom trainers and Trainer behavior, but they describe different bugs: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43598` is the better representative of the cluster theme because it directly targets Trainer customizability and the `remove_unused_column` behavior, which is the broader API concern tying the cluster together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: the issues point to different underlying behaviors. `43598` concerns whether Trainer should let custom trainers control `remove_unused_column`; `43600` concerns FLOPS accounting/estimation for custom trainers. Same subsystem, but 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": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "53884ef994484163cfedf887ff1a69d24f08709e7956c8b8f39d092fe0da5dff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related to Qwen model support, but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not appear to be duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader and more central request, focused on adding Qwen3-Omni registration to core auto-model classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative issue because it captures the broader auto-class registration gap rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 AutoModelForSequenceClassification support. Same ecosystem, but 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": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "97b0dbdaedcf6e4545c23c74acdac62f1a66c197d76e2c7ca59d511ad2872b65", + "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": "43835 looks separate. 43845, 43846, and 43859 are likely related based on the identical title, but only 43845\u219443846 is strong enough to call a duplicate with confidence; 43859 is a weaker match because its body length differs and it appears later.", + "confidence": 0.76, + "canonical_issue_reason": "43845 is the earliest issue in the likely duplicate \"huggingface\" set and is the best representative of that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best overall issue candidate because it is the earliest clear member of the likely duplicate group and has the strongest evidence of matching the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no supporting evidence that it is the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no supporting evidence that it is the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no supporting evidence that it is the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical titles, nearly identical timestamps, and matching body length make these look like the same report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the later timestamp and different body length make the duplicate link less certain without body text." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the later timestamp and different body length are not enough to confidently treat them as the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is partly grounded (43845/43846/43859 all share the same title), but the explanation overstates the evidence. The packet does not show body text, so claims like \"same sparse placeholder content\" and \"placeholder Hugging Face report\" are not supported. Also, 43859 is much later and has a different body length, so saying there are \"no signs\" it differs is too strong. The 43835 separation is reasonable, but the duplicate judgments should be stated more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "31739a27fac7ff8fafc47a0a3b32e19e779226cfda3aac666ce92dc4b39d12dd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal noise: three items are explicit spam placeholders, one is a generic documentation suggestion, and one is a vague quoted-name title. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44418 is the only item with a concrete, non-spam title, so it is the least-bad representative for triage; the rest are generic spam-like placeholders or unrelated vagueness.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most semantically meaningful issue in the set and the best anchor if a single representative must be chosen, though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders with no body detail, but that is insufficient to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam placeholder pattern, but there is no evidence of a shared bug, feature, or code path." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a documentation suggestion; these are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared technical problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request does not match a generic spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared subject matter beyond being low-content issues; not the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete evidence they refer to the same bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a vague branded title are not enough to infer a duplicate relationship." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles are too different and too vague to indicate one concrete shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "acbcc5a092a7a08d306bbcfd98248225789d55945d564752e7ffd48695046111", + "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 pair is strongly similar at the title level and in body size, but the packet only provides soft-similarity evidence. There is not enough to call them definite duplicates; they look related / possibly duplicate reports of the same theme.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the slightly better representative because it has one inbound reference, but this is only a weak preference, not evidence that it is definitively the canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body length suggest related reports, but there is no explicit duplication, shared target, or content overlap shown. Soft similarity alone is insufficient to conclude they are the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the evidence shown. The packet only gives a soft-similarity signal, matching titles, and similar body lengths; it does not show explicit duplication, shared targets, or body content. A more conservative assessment would be that these issues are likely related / possibly duplicates, not definitively the same report." + }, + "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": "2df1c0cfe5cecea6e275345234fb83631e1bcd423a666f9b46ba3b613e24674f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two distinct 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module handling bug that removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the broader and more generally actionable report, but it still describes a different failure mode from #45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different code paths and symptoms: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. They share only the broad 4-bit inference context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "1b03dd1042037761a69301a8c567b069c1b1fc8b54ce539b060df2acf2cd651e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated nominal-name entries with different people and dates; there is no evidence they describe the same bug, request, or workflow.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles only contain different personal names and birth dates; with no body, links, or shared technical 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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "59f04c7c74e72ea031fce02741b24c0a1181fef531105fc74ad15dad7a28afb9", + "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 are two empty, name-and-date-only issues with no technical content or shared target; they do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains a problem description, reproduction, or actionable target, so there is no meaningful canonical technical issue to choose.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a better canonical candidate than the other; both are equally non-technical and empty.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are just different personal names with different dates and there is no body or shared technical context, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "5b7d6c05bfd3ce525361df58abb0ce4a42087b397fb0b79ec7d92ba9c8d3aaec", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two clear duplicate issue pairs stand out: 45870/45871 and 45872/45873. The financial dataset issue 45869 is only thematically related to the others and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the better canonical representative for the 'Example: Financial time series prediction with DataForge' duplicate pair: it was opened earlier and has more discussion activity, while 45871 is identical in title/body.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the strongest global issue representative among these items because it is a clear duplicate target for 45871, is slightly more established (earlier and discussed), and is cleaner than the broader dataset-sample request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/DataForge topic, but one is a dataset offer and the other is an example request; different underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: topical similarity only, not the same concrete request or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length indicate the same issue duplicated verbatim." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service; different change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Close topic match only; the scraping-service component makes this a different request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature/request despite shared DataForge/finance context." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different feature/request despite shared DataForge/finance context." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and body length; these look like the same duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate calls are conservative enough: 45870/45871 and 45872/45873 have identical titles, matching body lengths, and strong textual similarity, while 45869 is only thematically related. The representative choice for 45870 over 45871 is also supported by earlier creation and slightly more discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "25f1de8fb641da3eb9df4f921e0ca8d7ff74556ca675d2e9584182208feb462d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning new model additions, docs, tests, and refactors. The only true duplicate-like pair is the two `fixed_cross_entropy` fixes for issue 43240; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR: it directly addresses issue 43240 and cleanly fixes `fixed_cross_entropy` to forward supported `cross_entropy` kwargs. PR 43254 is the same underlying change expressed as an alternate implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the cluster\u2019s only real duplicate pair because it has the clearest bug statement, explicit issue linkage, and the most complete fix path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different model/docs vs ExecuTorch test coverage; no shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated tokenizer method additions vs adding a new model; same broad area only by coincidence." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API change and ExecuTorch dynamic-shape test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work is unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Both touch loading/loss infrastructure, but they fix different problems in different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix and Mistral4 test fix are different bugs with different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch export tests are unrelated to base_model_prefix conversion/loading fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export test work is unrelated to Mistral4 test/integration fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export test and new model implementation are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to config resolution ordering." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon output-interface refactor are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM implementation and loading/conversion prefix fixes do not address the same bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are distinct model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test/integration fixes and base_model_prefix conversion fixes are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel work are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model tests for Mistral4 are unrelated to config resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are completely different." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to the model-creation skill meta-PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy` for issue 43240; both patches add supported kwargs to the same code path and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet. The only deterministic duplicate-like pair is PR 43251/43254: they share the same issue target, touch the same file/function, and are clearly mergeable into one bugfix PR. The other soft-edge rejections are conservative and consistent with the previews and filenames. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "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": "7241aa3011f3a0a4c533d32089af234fb21820131998c5bd786c5fd42f3d12d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but not duplicates: one is the base model integration and the other is a draft realtime/acoustic-tokenizer extension with additional generation changes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose PR 40546 as the canonical PR because it is the foundational VibeVoice implementation; PR 42781 is a follow-on realtime variant rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single representative of the cluster since it captures the core VibeVoice integration without the extra realtime/tokenizer scope of PR 42781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related VibeVoice work, but not the same concrete change: 40546 implements the base model, while 42781 adds realtime support and an acoustic tokenizer plus extra generation updates. They could be merged separately." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "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": "5587d53e43d6145d8a8287db03b44ae4d33f5ea3c025276cd28a46861ca083d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different feature additions; no plausible single merged PR would cover both." + } + ] + }, + "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": 27, + "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": 27, + "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": "f09c36dffbb831e2bc5c2c70f278c536e33e7e53e48ccd6f1ba2fcc35b7361d6", + "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": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share framework plumbing and docs registry updates, but not the same underlying code change, so no duplicate/merge cluster forms here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR adds a different model with distinct configs, model files, and tests, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest representative of the set only in the sense that it is the most substantial and heavily reviewed, but it still represents a distinct model addition rather than a duplicate change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families and code paths: DeepSeek OCR vs Isaac. Shared auto-registry/docs plumbing is generic model-integration work, not the same fix/change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with different model packages, configs, and tests. Similar repo-wide integration scaffolding is not enough to treat them as the same 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": 6, + "component_count": 27, + "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": "aa5df42eb46428e502ecba1b3cadb2788ab0947a518df208159de0e2b2337c26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are repository-wide GitHub Actions maintenance upgrades, but they target different action families and do not look like the same concrete change. 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility; 42976 focuses on docker/build-push-action and related workflow action bumps. I would not merge them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more central workflow-action upgrade and has the clearest explicit goal (Node 24 compatibility), making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best standalone representative because its title and diff align around a specific compatibility-driven upgrade across many workflows, whereas 42976 is a narrower action-version bump centered on Docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Same general maintenance theme, but they update different actions in different workflows and do not appear to fix one identical 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46162" + ], + "prepared_review_unit_hash": "85eb7b525e8bab4602050f7867e6e6a5beec9f71cf71a8c8595a7901f0a26ca5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16480, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16480, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they add different models (ViT NEPA, Molmo, Molmo2, CTSM) or a small test-only XPU annotation change. The shared files are mostly repo plumbing like docs/auto registries, which creates superficial similarity but not the same underlying 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 additions (ViT NEPA vs Molmo); overlap is only shared docs/auto registration scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2) with no shared bug or concrete code path." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model families (vision ViT NEPA vs time-series CTSM); common files are boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with distinct files and APIs; not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo add vs CTSM add are unrelated; shared framework files do not indicate a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations, not one underlying bug or change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition versus a tiny Florence2/LFM2 test annotation change; completely different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "9424a0a1cccc9a430f4fa0e26a2fc943741ed4069e23a1b6d81dfe59d799fb6b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs do not look like duplicates of one another: two are vague test-only fixes, while the other two address different concrete runtime areas (FP8 dequantization vs. FSDP tied-weights handling). I would not merge any soft edge.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest standalone candidate: it has the most concrete bug-fix scope, touches the actual FP8/dequantization path, and includes related code/test changes with a specific failure mode implied by the title.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the set because it is the most substantive, clearly described runtime fix; the other PRs are either vague test edits or a different subsystem entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are vague test-oriented PRs, but they affect different model test files and do not indicate the same underlying bug or code-path fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and loading-path changes in 44815." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "CLIP/ViT test tweaks are unrelated to the FSDP tied-weights and distributed loading changes in 46102." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "A generic test-fix PR and a concrete FP8 dequantization fix do not look like the same underlying issue or a PR that could be merged into one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "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": "7ff7c9b595717981269b5d3c77cfc2d270934147563979b348892a9d3f6bf293", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are an exact duplicate pair adding the same failing ViT test edits; the other PRs are only loosely related \u201cdo not merge\u201d/testing changes and do not fix the same concrete code path.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleaner representative of the exact duplicate pair: it has the same diff as 46114 in the same ViT test file, with a simpler title and no extra ambiguity.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best PR to keep as the canonical duplicate representative because it matches 46114 exactly and is the most straightforward description of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are test/don't-merge style PRs, but they change different areas and different behaviors; they do not look like the same concrete bug or change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "They only overlap on the ViT test file name; the actual changes are unrelated (setup/version/dependency tweaks versus a failing-test migration stub)." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared file path is not enough here; the workflow/test-utility changes are different from the ViT failing-test edits and would not be merged as one PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite similar testing/grafana-style titles, the diffs are different code paths and scopes: 45932 touches multiple model implementations and workflows, while 46100 only changes ViT tests." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These are effectively identical: same file, same inserted failing assertions, and same underlying test-migration stub change, so they are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 46100 and 46114 have the same diff in the same ViT test file, so treating them as duplicates is well supported. The other soft-edge rejections are conservative because those PRs touch different files and broader, unrelated test/workflow or setup changes rather than the same single 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": 27, + "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": "f90224985f4d339b7c977fe5ab0562187422d640141ea3fb6fbdded1e6a4d355", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registration scaffolding, but the underlying pipeline names, target model integrations, and test coverage differ enough that they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: both PRs add different segmentation pipelines and touch overlapping registration/docs code only as shared plumbing. They do not fix the same concrete code-path problem and would not plausibly be merged into one duplicate change set." + } + ] + }, + "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": 27, + "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": "f61fb20f7dba6002c4d50cd14728ef6f6a4494c29a38cbd153f2be11f61902a4", + "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 are both small Trainer customizability changes in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for input column selection. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete, bug-oriented change: it alters training-step loss normalization and adds a focused hook for custom trainers. As a representative artifact, it is slightly more self-contained than the column-filtering refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone representative because it fixes a specific training behavior in a well-bounded code path, whereas PR 43663 is primarily an API refactor for extensibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and broadly Trainer-related, but they change different mechanisms: gradient accumulation loss scaling vs. signature-column inspection. They do not look like the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "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": "5a8a0f4f7068e487a05ea279f68a23620f56f1e2b8c31e69302773503f62bbc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two highly similar PRs touch the same CLI file, but they appear to address different NameError triggers: one broadly postpones annotation evaluation with `from __future__ import annotations`, while the other narrowly makes `TypeAdapter` a `TYPE_CHECKING`-only reference for the optional pydantic path. Similar symptom, not the same concrete fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the better representative of the cluster because it is the broader root-level annotation fix and is explicitly linked to an issue, whereas #43842 is a narrower follow-up for a specific optional-dependency case.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the stronger cluster choice: it targets the reported CLI import-time NameError more generally and changes annotation behavior in the code path, while #43842 is a more specific pydantic-only guard.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: they share `serve.py` and a NameError theme, but the concrete fixes differ. #43656 uses postponed annotations to address broader import-time annotation evaluation; #43842 specifically hides `TypeAdapter` behind `TYPE_CHECKING` for the no-pydantic case. They are related, but 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": 13, + "component_count": 27, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "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:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "47bd7647ab5fed30bc033be150424ae3b06053cde5c04abbfcd6ae4b9b560e48", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75088, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a campaign of model-specific output-tracing refactors around #43979, not a set of true duplicates. The only plausible duplicates are the GPT-Neo and GPT-J variants that target the same exact code paths/files.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest representative: it has an explicit issue link to #43979 and a substantive GPT-J/CodeGen output-tracing rewrite.", + "best_issue_reason": null, + "best_pr_reason": "44066 best represents the cluster\u2019s main change pattern: standardized output tracing in a real model implementation, with the broadest and clearest scope among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same refactor theme/issue is too broad to call duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; only the high-level output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file and look like overlapping iterations of the same refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet; shared standardized-output work is not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and unrelated code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same campaign, not the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa v2; different code paths despite similar output-tracing cleanup." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; no shared concrete bug or patch." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later rewrite of 44018." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J vs GPT-Neo; similar decorators, but different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations; not the same patch." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; shared refactor theme is not enough." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; only the broad output-tracing idea overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families and different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; no shared concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo refactor vs Flaubert/XLM-style attention refactor; different models and patches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model families and concrete files." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated implementations; same theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same underlying bug or change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; similar refactor style, different model code." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; same decorator campaign, not the same patch." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; different implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different model families; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; same refactor theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; broad refactor similarity is not enough." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; different model code and patches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; different models and refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; only the standardized-output campaign is shared." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; same umbrella refactor, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; different concrete implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; same output-tracing theme, not the same patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different model families and concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different models and patches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; only the broad refactor campaign overlaps." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; not the same concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same output-tracing style, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; not the same underlying patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; same refactor campaign only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; different model code." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa v2; different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 vs TextNet; not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors over the same core code paths; one looks like a later superseding iteration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path and appear to be overlapping iterations of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet; same refactor umbrella, not the same concrete patch." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 vs SpeechT5; different model families and changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 vs ViTS; both are output-tracing cleanups, but not the same concrete fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most PRs are model-specific standardized output-tracing refactors around #43979, and the only plausible duplicate-looking pairs are the same-model/GPT-J or GPT-Neo overlaps. The conservative rejections for cross-model pairs are well supported. The accepted soft-edge verdicts are also defensible because they share the same concrete file/code path and look like overlapping iterations of the same fix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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": "966bef47fc4d72630d0da11f128ff36e783005dac0bc6a0c58d5bf6538470b88", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs migrating different architectures to standardized output-capture helpers. They share a refactor theme, but they do not fix the same concrete code-path problem, so none of the soft edges should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true duplicate target because each change is isolated to a different model implementation. If a cluster representative is needed, PR 44073 is the clearest exemplar due to its explicit title and substantial output-tracing refactor, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but they touch different model code paths (FocalNet vs ImageGPT) and are not mergeable as one concrete fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are distinct implementations with separate output handling; this is not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families (MPNet vs VisualBert) and different tracing setup; only the broad infrastructure pattern matches." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations in unrelated files, so they do not represent the same bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert have independent output APIs and model code paths; this is only a similar decorator refactor." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different subsystems and the PRs address model-specific tracing refactors, not one shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "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:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request: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": "19c958620f3d4e96594fc8fd6e326b7a10b4ceae4870ab9cd5ee158d29bef9a9", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43774, + "estimated_input_tokens": 10944, + "estimated_eval_tokens": 22144 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43774, + "estimated_input_tokens": 10944, + "estimated_eval_tokens": 22144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly model-specific output-tracing refactors with similar naming, plus one docs-only tree fix. They share a theme, but they do not fix the same concrete code path, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most central and substantial refactor in the set: it spans both mamba and falcon_mamba and introduces the output-capture plumbing that the others mirror in separate models.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 best represents the cluster because it is a broader implementation-side output-tracing change rather than a narrow per-model tweak or documentation cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, not the same code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and inference paths; only the output-tracing wording overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; 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They are not the same underlying bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "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": "6e71b7f1e6e155b943bc5a608c749ae8e0167e8f45b4ba5d1f47aa54f8170dd6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral tokenizer AttributeError by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer in _patch_mistral_regex; 45317 is the more complete version because it includes the test update.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus accompanying test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR in the cluster since it fully addresses the bug and adds regression tests, whereas 45086 is a smaller, less complete variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same code-path fix in the same file; 45317 appears to be an expanded follow-up with tests rather than a different 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": 19, + "component_count": 27, + "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": "0f6d5813342015deac94930ca5809e894d7848a98a64cade3dc04f943b00b7be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH refactors, but they are not duplicates: one is a targeted inheritance/conversion-mapping refactor, while the other is a broader split into NemotronH dense/sparse variants with docs and auto-mapping updates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, later-stage change that introduces the concrete NemotronH dense/sparse model split and the backward-compat dispatcher, which subsumes the narrower refactor work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest single PR in the cluster: it covers the main architecture restructuring, model registrations, docs, and tests, so it is the most complete artifact to represent the change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but they address different change scopes: #45115 focuses on GraniteMoeHybrid-style inheritance and conversion key renaming, while #45569 adds separate dense/sparse model packages and a dispatcher. Shared files and topic alone are not enough to treat them as the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "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": "c84be366445c8d34bce31c4a41436c356a9cb56561486e4c777e8d52bdd99bcf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs for heterogeneous-layer support, but they are not duplicates: one introduces per-layer config primitives, while the other builds on that to add model/cache/masking integration.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support and includes the downstream modeling/cache changes, making it the better representative of the feature cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most complete and central PR in the set; PR #45333 is narrower and mainly provides the config foundation used by the larger modeling work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same concrete change. #45333 adds heterogeneous per-layer config support; #45332 adds model/runtime support that consumes it. They could be sequenced, but they are not duplicate fixes and would not naturally merge into one PR without collapsing distinct layers of work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "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": "bc44d7c6ad171aa9892bdb0f143381e521ec29f1f45df912f896de3653b2941d", + "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": "Two open PRs in the same typing area, but they address different changes: one is a broad repo-wide type-checking sweep, the other adds typing helper protocols and related modeling_utils support. They overlap in files and theme, but not in the same concrete fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it introduces type-checking adjustments across many transformers modules and the type-check config, making it the more representative PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative because it spans the widest set of files and appears to be the main typing cleanup effort, while PR 45425 is a narrower follow-up around typing helpers and modeling_utils.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and touch some of the same files, but they do not appear to fix the same underlying bug or implement the same change. 45415 is a broad type-checking sweep; 45425 adds specific typing protocols and helper support." + } + ] + }, + "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": 27, + "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-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "17b789f14575791dc5fa633986897769e0a1303631da9bc8f7374beda5c1dfaf", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12532, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12532, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all accelerator/device-compatibility or test-expectation changes, but they target different models, pipelines, and test suites. They are related by theme, not the same underlying bug or mergeable change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46109 is the broadest and most central change in the set: it updates shared distributed trainer test expectations for device naming across backends, rather than a single model- or pipeline-specific case.", + "best_issue_reason": null, + "best_pr_reason": "PR 46109 is the best representative of the cluster because it addresses generic distributed test compatibility and has the widest scope among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are model-parallel/device-placement fixes, but they apply to different model code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio) and are not the same bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "One fixes model parallel behavior in model implementations; the other adjusts pipeline test expectations. Different subsystems and different problems." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "Both touch accelerator support, but one fixes audio feature masking on device in Qwen2-Audio, while the other changes token-classification test expectations. Not mergeable as one fix." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Both are test-side accelerator compatibility updates, but they cover different suites and different assertions, so they are related only by theme." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Both add accelerator-aware test expectations, but Kosmos2.5 integration behavior and token-classification pipeline expectations are separate 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": 23, + "component_count": 27, + "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-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "b88ac051b8c408ee3575ecd08ee719f9d2611a586d51aa64b44c402af8ab6e38", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One Mamba2 cached-forward bug appears in two closely related PRs; the Qwen3.5/OLMo hybrid PR is a separate model-specific fix and should not be merged with Mamba2 work.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the best canonical representative: it has the clearest problem statement, explicit issue target, and a fuller fix scope (code plus tests/docs) for the same Mamba2 seq_len>1 cached-forward bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest overall candidate because it most completely captures the Mamba2 use_cache seq_len>1 bug and its validation, while #46084 looks like a narrower code-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: #45513 is about Qwen3.5/OLMo hybrid linear-attention cached forward, while #46084 fixes Mamba2 cached forward for seq_len>1. Similar symptom, not the same change." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same concrete Mamba2 bug: cached forward with seq_len>1. Both touch the same modeling/test area and target the same issue; #46098 is essentially a broader version of the same fix rather than a different change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR #45513 is a different model-specific fix (Qwen3.5/OLMo hybrid), while #46084 and #46098 both target the same Mamba2 use_cache seq_len>1 bug and appear mergeable as alternative/overlapping fixes. The soft-edge verdicts are conservative enough based on the shared issue target and filenames for the Mamba2 pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "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": "0c664fb2b686a0a29bff18064dd630b9e87a41705836e3466ed98c867625c0e8", + "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": "Both PRs concern expert-parallel loading paths, but they fix different failures: one strips/reads distributed_config for EP + ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not the same bug or mergeable change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a more concrete EP failure mode in the loading/sharding path and includes the core fix around post-shard wrapping of parameters.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific, reproducible expert-overwrite bug in the distributed loading path and has the most direct code-path coverage in the diff.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast via post-shard handling. Shared EP context is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "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": "f401cc3f6991a785564669c643f4b8437c2cce7d645c9d2440ee47077caf3ed3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist captured_info collision problem and share the same core `testing_utils.py` fix; PR 45645 is the broader, more complete version with CI log handling, so it is the better canonical PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it contains the same core xdist-safe `captured_info` fix as 45639 plus the additional workflow changes needed to consume multiple `captured_info*.txt` files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the full change set for the underlying bug: it fixes the artifact collision in `testing_utils.py` and also updates the CI workflow to preserve and aggregate the resulting logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions in patched testing/captured_info artifacts. The second PR includes the first PR's core code-path fix and extends it with workflow support, so they are mergeable into one broader 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": 26, + "component_count": 27, + "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": 27, + "component_count": 27, + "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-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "41ed94dd694fe687845e9e3ac1139c16164a9703be2a30da54effce9f2c9a3d8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs all about SDPA/attention-dispatch support. They share a theme, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR exists here; the three changes are model-specific implementations for different code paths. If a representative is needed, PR #46154 is the broadest, but it is not interchangeable with the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46154 is the most representative only in the loose sense that it is a clear SDPA-dispatch implementation PR, but it still cannot stand in for the CTRL or ShieldGemma2 changes because those are separate model integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both add attention-dispatch support, but for different models (ShieldGemma2 vs CTRL) and different code paths; too broad to be the same underlying change." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Shared SDPA/attention-dispatch theme, but the PRs modify different model implementations (ShieldGemma2 vs T5) and are not mergeable as one concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch PRs, but they apply to unrelated model code paths (CTRL vs T5); similarity is thematic, not duplicate-level." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/manifest.json b/snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0e4faf657d11fdaffd942418c5ce4c49d5a10384 --- /dev/null +++ b/snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260524t120021z", + "artifacts": { + "hybrid": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-24T12:08:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260524T120021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260524T120021Z/manifest.json b/snapshots/20260524T120021Z/manifest.json index f60e2a114c2113b2de66bd0145e0e89f1ae8b18a..d17ee1e4f5a27794c7753b343a5b2765427c303d 100644 --- a/snapshots/20260524T120021Z/manifest.json +++ b/snapshots/20260524T120021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 178 }, "extracted_at": "2026-05-24T12:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260524t120021z", + "runs": { + "hybrid-model-20260524t120021z": { + "analysis_id": "hybrid-model-20260524t120021z", + "artifacts": { + "hybrid": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260524T120021Z/analysis-runs/hybrid-model-20260524t120021z/manifest.json", + "model": null, + "published_at": "2026-05-24T12:08:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260524T120021Z", "watermark": {