diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 413e13b0d61eecd8b47dacfcc442f43bfb879abf..295ccfd209ec3896fe0d55f44a6085cea6a98dc0 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": "20260518T120024Z", - "generated_at": "2026-05-18T12:15:50Z", + "snapshot_id": "20260518T180026Z", + "generated_at": "2026-05-18T18:10:43Z", "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 135dcc9ce0e39263c393d8877c40bd5ce3f1c3d5..c806eadb17901ab7dc515833f0ecf9a696a0a41f 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": "20260518T120024Z", - "generated_at": "2026-05-18T12:15:50Z", + "snapshot_id": "20260518T180026Z", + "generated_at": "2026-05-18T18:10:43Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:24643", "issue:30277", @@ -98,8 +98,8 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45823|issue:45874", "issue:39290|issue:45081", + "issue:45823|issue:45874", "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:34928|issue:41720", @@ -107,11 +107,11 @@ "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:44292|issue:44918", - "issue:43039|issue:44918", "issue:41762|issue:43638", + "issue:43039|issue:44918", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -129,20 +129,20 @@ "issue:43039|issue:44560", "issue:43975|issue:46015", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:44863|issue:46015", + "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "79ed1f2392eac2d8c62cced47b776ec6fac3df1e51400e86f8dff6456431c81f", + "prepared_review_unit_hash": "8a40aad86584b5d8baf1c95596bd9b2209c9e4dabd159a31f3eaeed4e6941c1a", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, @@ -157,321 +157,357 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose topical cluster, not one real duplicate set. The only strong duplicate-looking groups are the Zero-3/BERT IndexError pair and the v5 AutoTokenizer token-ID regression pair; the rest are distinct model/back-end/doc issues.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45920 is the broadest, clearest representative of the shared v5 AutoTokenizer wrong-token-ID regression, and it subsumes the narrower Granite-only report in issue:45812.", + "summary": "Mostly heterogeneous cluster with a few genuine duplicates. The strongest true duplicate family is the v5 AutoTokenizer regression, but the better representative is the broader multi-model report (45920), not the Granite-only report (45812). A couple of other pairs also look like the same concrete bug; most do not.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it captures the broader v5 AutoTokenizer regression across multiple model families; 45812 is a narrower Granite-only instance and is better treated as a member of that cluster than the representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest standalone issue in this cluster: broad impact, clear regression framing, and it captures the common tokenizer code path better than the narrower instance.", + "best_issue_reason": "Issue 45920 is the strongest overall issue representative: it is broad, concrete, and matches the multi-family token-id regression cluster more faithfully than the Granite-only report 45812.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different failures: missing config field vs streaming chat/completions crash." + "reason": "Different failures: Qwen3_5 config attribute mismatch vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and symptoms: AMD GPU failure vs MPS histogram unsupported for Int." + "reason": "Different bugs: AMD GPU failure vs MPS histogram kernel limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model and error path: image preprocessor/model dtype mismatch vs AMD GPU runtime failure." + "reason": "Different model paths and symptoms; no shared concrete code path." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but the underlying bugs are unrelated." + "reason": "Both are device/dtype-flavored, but they affect different models and execution paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific issues; no shared concrete code path." + "reason": "GPT-OSS AMD GPU issue and GraniteMoE invalid-method issue are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Different model families and failure mechanisms; not the same bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both involve model support, but one is ONNX export and the other is FineGrainedFP8 loading." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different issues: export-to-ONNX vs device-map CUDA assert." + "reason": "ONNX export failure and auto device-map cuda assert are different bugs." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Unrelated: table-question-answering crash vs outdated RAG examples." + "reason": "Table QA crash vs outdated RAG docs; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs, but they target different removed features and pages." + "reason": "Both are v5 docs regressions, but they cover different removed content and likely require separate edits." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different problems: export error vs GenerationMixin import breakage." + "reason": "ONNX export failure and GenerationMixin import error are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Similar-looking runtime errors, but different models and failure modes." + "reason": "Similar indexing/device wording, but the model paths and failure modes differ." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError reports, but one is zero3/BERT init and the other is a mask/tensor shape mismatch." + "reason": "Same broad error class, but not enough evidence they are the same Zero-3/BERT bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different underlying bugs: zero3/BERT out-of-bounds vs mask/tensor shape mismatch." + "reason": "Generic IndexError text is not enough; the contexts differ." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model paths: masking/indexing error vs GPT-OSS tensor-parallel issue." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Different subsystems and errors; not the same bug." + "reason": "Mask-shape indexing error and GPT-OSS TP failure are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the actual failures are different." + "reason": "Both mention DeepSpeed/ZeRO-3, but the collective mismatch and zero-size index errors are different code paths." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same Zero-3/BERT out-of-bounds IndexError on model loading/training; looks like one bug with the same code path." + "reason": "Same ZeRO-3 BERT index-out-of-bounds bug; both report index 0 out of bounds with size 0." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: detokenization regression vs LoRA merge/save mismatch." + "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and symptoms; not a duplicate." + "reason": "Qwen-3 NVFP4 loading and LoRA merge/save behavior are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation issue is unrelated to the mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the runtime errors come from different code paths." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same class name, but different bugs: CPU offload incompatibility vs uninitialized-memory after materialization." + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE rotary-embedding/offload materialization bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes; not the same bug." + "reason": "Zero-3 BERT index error and GPT-OSS TP failure do not share a concrete code path." }, { - "left": "issue:44509", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Both are doc cleanup topics, but they concern different removed CLI/docs features." + "reason": "FSDP activation-checkpointing mismatch and custom trainer signature change are unrelated." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Processor failure and device-mapping mismatch are unrelated." + "reason": "Zero-3 BERT loading error and GPT-OSS TP failure are unrelated." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Torch version compatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." + "reason": "Mistral dtype mismatch and GraniteMoE invalid method are different bugs." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram unsupported are unrelated." + "reason": "Gemma3 config attribute error and Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Video StopIteration bug is unrelated to the MPS Int histogram error." + "reason": "Both involve Gemma4, but one is a device-map forward mismatch and the other is an expensive reverse embedding lookup." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Different model/integration bugs; no shared concrete code path." + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to custom trainer signature breakage." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and GPT-OSS TP failure are unrelated." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Model-on-AMD-GPU failure is unrelated to outdated RAG docs." + "reason": "TRL embedding unpacking issue and GPT-OSS TP failure are different bugs." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Training/checkpointing issue is unrelated to GenerationMixin import error." + "reason": "Mistral dtype mismatch and MPS histogram Int limitation are unrelated." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Different subsystems and errors; not the same bug." + "reason": "Different models and failure surfaces; not the same bug." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are loading/runtime errors, but one is Qwen3 auto device mapping and the other is BERT zero3 init/training." + "reason": "Both are ZeRO-3-related, but Gemma3 load failure and BERT zero-size index error are different code paths." }, { - "left": "issue:43901", + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and TRL embedding unpacking issue are unrelated." + }, + { + "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they target different outdated API references." + "reason": "Both are docs regressions in v5, but they cover different removed content and likely need separate fixes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different Qwen3/Gemma3-vs-Qwen3-vl style failures; not the same issue." + "reason": "Gemma3 config attribute error and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different models/features: AMD GPU support vs table-question-answering crash." + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure and device-map forward mismatch are unrelated." + "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:43975", + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Different models and failure modes, despite both involving ZeRO-3." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are separate docs issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "No shared code path beyond both being model/config related." + }, + { + "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression is unrelated to stale RAG docs." + "reason": "GPT-OSS AMD GPU runtime issue and outdated RAG examples are unrelated." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader umbrella and 45812 is a narrower instance." + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar generic IndexError wording, but not enough evidence they share the same underlying bug." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Both are checkpoint/model-loading reports, but they concern different models and different failures." + "reason": "Unable-to-load unit test failure and corrupted checkpoint report are distinct problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading bug is unrelated to docs cleanup." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loader incompatibility are different issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG docs." + "reason": "Qwen-3 NVFP4 runtime failure and docs cleanup are unrelated." }, { "left": "issue:43854", - "right": "issue:43866", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading test failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Unit-test model-loading issue and corrupted checkpoint report are different problems." + "reason": "Grouped_mm dynamo tracing error and Mistral image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer regression; 45920 is the broader multi-family report and 45812 is a narrower Granite-only instance." }, { "left": "issue:41093", - "right": "issue:43638", + "right": "issue:44805", "accept": false, - "reason": "Similar-looking IndexErrors, but the mask/tensor mismatch and zero3/BERT out-of-bounds are different bugs." + "reason": "Similar mask-shape IndexError language, but not enough evidence of the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausible from the titles/body framing, and the broader cluster characterization as mostly loose topical similarity is supported. Canonical issue choice for the v5 AutoTokenizer regression is reasonable. No mergeability concerns apply here since there is no PR pair." + "accept": false, + "feedback": "Reject: most pairwise verdicts are conservative, but the canonical-issue choice is not fully grounded. In the packet, issue 45920 is the broader AutoTokenizer v5 regression across multiple model families, while 45812 is Granite-only; describing 45812 as the broadest or best representative overstates its scope. The duplicate cluster itself is plausible, but the representative issue selection should be revised." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -487,10 +523,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36010", - "issue:39186", "issue:39290", "issue:40990", "issue:41093", @@ -554,299 +589,299 @@ "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", - "issue:41093|issue:41762", "issue:45800|issue:45823", + "issue:41093|issue:41762", "issue:43296|issue:43366", "issue:43572|issue:45070", - "issue:44387|issue:45005", "issue:43541|issue:45161", + "issue:44387|issue:45005", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", "issue:45020|issue:45800", "issue:43531|issue:45070", - "issue:41093|issue:43596", "issue:43541|issue:44589", + "issue:41093|issue:43596", "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:45759|issue:45902", - "issue:40990|issue:44960", - "issue:39186|issue:44918", "issue:43716|issue:44918", + "issue:44918|issue:45685", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "b4d759ca2c2da0c69a39553ab66b552df56b66b52501b8432dadf66c223f2ece", + "prepared_review_unit_hash": "674b48b7a37452b2b77bf067f63a22195c9310b9205f2e62cb2f7703d8468dd4", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 39064, - "estimated_input_tokens": 9766, - "estimated_eval_tokens": 19788 + "serialized_chars": 38522, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers regressions across different models, loaders, precision modes, and runtime backends. The only strong duplicate-like pair is the SigLIP2 output-quality reports.", - "confidence": 0.76, - "canonical_issue_reason": "Use issue 43994 as the canonical issue for the SigLIP2 regression: it states the broader user-visible failure more directly, while 43054 reads as a narrower comparative symptom report.", + "summary": "Mostly a heterogeneous grab-bag of unrelated Transformers bugs. Two soft pairs look like true duplicates: SigLIP2 bad outputs, and trust_remote_code/custom-module loading collisions. No PRs are present.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45698 is the broadest and most central of the matching custom-module loading reports: it captures the wrong-module/from_pretrained failure mode and is still active/open, making it the best anchor for that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must represent the one clear duplicate subgroup here, 43994 is the clearest and most general report. There is no strong cluster-wide canonical because the rest of the items are not the same bug.", + "best_issue_reason": "issue:45698 is the best overall issue representative because it is the clearest, broadest duplicate-worthy bug in the set and has the strongest ongoing discussion signal. The rest of the items are mostly separate model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they involve different model families and different failure contexts; not the same concrete bug." + "reason": "Both mention sliding-window-related failures, but they affect different models and different error paths (Gemma3 config attribute vs Qwen3-MoE sliding_window behavior)." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table QA crash are unrelated code paths and symptoms." + "reason": "Whisper load/runtime failure and table-question-answering crashes are unrelated subsystems and symptoms." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Different regressions: one is a torch version incompatibility, the other is a PretrainedConfig/pydantic breakage." + "reason": "One is torch version incompatibility; the other is a pydantic/PretrainedConfig regression. Different bugs." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are version/runtime errors, but the repros and causes differ substantially (Deepspeed/Bert vs torch-transformers incompatibility)." + "reason": "Both are compatibility-style reports, but one is a ZeRO-3/BertModel index error and the other is a torch/transformers version mismatch." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table-question-answering crash are unrelated." + "reason": "Incorrect detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure and PretrainedConfig/pydantic breakage are different issues." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same broad model family, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not enough evidence of one bug." + "reason": "Both involve Qwen3.5, but one is a Transformers chat crash and the other is a vLLM streaming chat/completions failure; not the same concrete bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to the table QA crash." + "reason": "NVFP4 runtime error and table QA crashes are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different symptoms: sliding_window attribute error vs device mismatch in forward." + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 device mismatch are different model bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head weight tying in Mistral3 and a corrupted Ovis2 checkpoint are different problems." + "reason": "A tied lm_head bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference API failure and MPS histogram error are unrelated." + "reason": "Streaming inference failure on Qwen3.5 is unrelated to an MPS histogram/op support error in a MoE path." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different backends and ops; no shared underlying code-path bug is apparent." + "reason": "Grouped_mm tracing failure and MPS histogram unsupported-int error are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are precision/runtime issues, but they affect different models and failure mechanisms." + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure and template compilation error are not the same issue." + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a sliding_window config error are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different import/config regressions." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Both are index/shape errors during loading, but the repro paths and underlying tensors differ." + "reason": "Torch/transformers incompatibility and Gemma4 PLE device mismatch are separate problems." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Torch version incompatibility and a Gemma4 device mismatch are different bugs." + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 loading out-of-bounds error on a different model path." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GPT-OSS GGUF support are unrelated requests/failures." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/bugs." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but they hit different config fields and different failure modes." + "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different config regressions." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43541", + "right": "issue:45161", "accept": false, - "reason": "Quantization OOM and tied-weights behavior are unrelated." + "reason": "TorchDynamo grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel not working." }, { - "left": "issue:43541", - "right": "issue:45161", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Both mention MoE/parallelism, but the concrete failures differ too much to be duplicates." + "reason": "Int4 quantization memory growth and tied-weights translation-model issues are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and chat/completions streaming failure are not the same bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and streaming inference failure in Qwen3.5 are different bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and a pydantic PretrainedConfig breakage are different regressions." + "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF architecture support and Qwen streaming inference are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Generic remote_code breakage and torch-transformers incompatibility are different root causes." + "reason": "Remote_code breakage and torch/transformers incompatibility are different issue classes." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding_window handling and PretrainedConfig field regression do not look like the same bug." + "reason": "Qwen3-MoE sliding_window behavior and PretrainedConfig pydantic breakage are unrelated." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Both are index errors with Deepspeed-related loading, but the affected models and failure shapes differ." + "reason": "Mixtral grouped_mm tracing failure and missing Float8 storage support are different code paths." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are different low-level errors." + "reason": "Different IndexError failures affecting different models and mechanisms." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both reports describe SigLIP2 producing bad/nonsensical text-embedding results across interfaces, which looks like the same underlying model bug." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback logic are different issues." + "reason": "Both are about SigLIP2 producing bad/nonsensical text-embedding or pipeline outputs, strongly suggesting the same underlying model bug." }, { - "left": "issue:45632", - "right": "issue:45698", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Both concern custom-module loading, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not enough evidence they are the same bug." + "reason": "Undefined TensorFlow backend from tensorboard-only install is unrelated to torch/transformers compatibility." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific regressions." + "reason": "Composite Qwen config unwrapping on from_config and uninitialized-memory rotary embedding are different bugs." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight shape error and Qwen3.5 embedding unpacking are different failures." + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking under TRL are unrelated." }, { - "left": "issue:43716", - "right": "issue:44918", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Gemma-3 image/text dtype mismatch and Qwen3.5 input embedding unpacking do not share a concrete code path." + "reason": "TRL SFT embedding unpacking failure and MPS histogram unsupported-int error are unrelated." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both are about custom code loading, but the titles point to different mechanisms and different failure conditions." + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module loading pathology: cache/path resolution leads to the wrong local/custom module being loaded." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head in Mistral3 and translation-model tied-weights issues are not the same bug." + "reason": "A Mistral3 tied-weight bug and a broader translation-model tied-weights regression are similar in theme but not the same concrete failure." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback behavior are unrelated." + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are unrelated model-specific reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and tied-weights translation issues are unrelated." + "reason": "PagedAttention linear_attention crash and tied-weights regression are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are different issues." + "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback checks are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous by model and failure mode, and the only accepted duplicate pair (43054/43994) is plausibly the same SigLIP2 regression based on the titles. The soft-edge rejections are generally conservative and well-justified." + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, identifies the two plausible duplicate pairs from title-level evidence, and avoids claiming PR content that is not present. The soft-edge rejections are generally conservative, and the two accepted pairs are supported by closely aligned titles about the same model/loader behavior without overreaching beyond the packet." }, "evaluator_used": true, "retried": false, @@ -865,10 +900,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36331", "issue:38175", + "issue:39186", "issue:39692", "issue:41553", "issue:41628", @@ -879,7 +915,6 @@ "issue:43493", "issue:43643", "issue:43644", - "issue:43782", "issue:43828", "issue:43856", "issue:43866", @@ -903,7 +938,6 @@ "issue:44910", "issue:44918", "issue:44928", - "issue:44960", "issue:45005", "issue:45020", "issue:45507", @@ -917,8 +951,9 @@ "issue:45902" ], "soft_pairs": [ - "issue:43873|issue:45005", "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:39186|issue:44918", "issue:44863|issue:45005", "issue:44492|issue:44512", "issue:44918|issue:45507", @@ -930,56 +965,61 @@ "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", - "issue:43950|issue:45902", "issue:43866|issue:44403", + "issue:43950|issue:45902", "issue:43872|issue:44589", - "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43883", + "issue:43054|issue:45701", "issue:44910|issue:45859", "issue:45663|issue:45902", - "issue:41553|issue:43881", "issue:42947|issue:44387", - "issue:43054|issue:43493", + "issue:41553|issue:43881", "issue:44403|issue:44451", + "issue:43054|issue:43493", "issue:43643|issue:45020", "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", - "issue:43782|issue:44960", - "issue:43881|issue:43883", - "issue:45685|issue:45823" + "issue:45685|issue:45823", + "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "4168fccd8f77e3ede6f9154eb56cdbf01b1d47310a77866f4557ff249063b56e", + "prepared_review_unit_hash": "19fd9710107bf6446db63ce49a674110ddd019c8a9575e0af31ab2f031a49e0d", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37200, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate subgroup is the Transformers v5 non-persistent-buffer corruption regression; most other pairs are related by subsystem or model family only, not the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43950 is the best canonical issue for the only true duplicate set here: it clearly describes the non-persistent-buffer corruption regression in v5, which 43644 and 44534 restate.", + "summary": "Mostly heterogeneous transformer bug reports, with only a small duplicate subcluster. The only strong soft duplicates are the v5 non-persistent-buffer corruption reports and the SigLIP2 implementation discrepancy reports; the rest are different model-, trainer-, or backend-specific issues.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the earliest clear report of the v5 non-persistent-buffer corruption regression and is broad enough to represent the duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest standalone issue in the cluster because it is specific about the failure mode and regression, making it the best anchor for deduping the matching buffer-corruption reports.", + "best_issue_reason": "issue:43950 is the most specific and actionable statement of the same regression, explicitly naming `from_pretrained()` and the silent buffer corruption.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer behavior vs docs mentioning a removed command." + }, { "left": "issue:43873", "right": "issue:45005", @@ -987,202 +1027,202 @@ "reason": "Different problems: quantization/offloading behavior vs tied-weights issues in translation models." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "Unrelated: a DSA indexer bug versus a docs typo about a removed run command." + "reason": "Different code paths: FSDP shape error vs TRL SFT embedding unpacking failure." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different model-loading failure than the tied-weights v5 issue." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are documentation-related, but they are distinct doc issues with different content." + "reason": "A typo in cache strategies is not the same as outdated docs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different code paths and failures: TRL embedding unpacking versus an invalid method call in GraniteMoEHybrid." + "reason": "Different model methods and failure modes; not the same underlying bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different runtime failures affecting different models; no clear shared root cause." + "reason": "Incorrect detokenization and NVFP4 runtime errors are distinct issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: v5/from_pretrained mishandles non-persistent buffers and leaves them as junk/corrupted." + "reason": "Both report the same v5 non-persistent-buffer corruption regression; only the wording differs." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Distinct model-specific loading/runtime errors, not the same bug." + "reason": "Different model/runtime failures with no clear shared code-path." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is an embedding-quality complaint." + "reason": "Doc example errors are separate from the reported SigLIP2 text-embedding quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug: non-persistent buffers are being filled with junk/corrupted during v5 loading." + "reason": "Same regression: v5/from_pretrained corrupting non-persistent buffers with junk values." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different issues: autocast dtype mismatch versus Qwen3.5 position-id/SDPA behavior." + "reason": "Autocast dtype mismatch and RLHF gradient explosion are different symptoms and likely different root causes." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Completely different failures: trainer API mismatch versus ZeRO-3 loading index error." + "reason": "Trainer API TypeError and ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Different bugs: missing import/export versus a torch/transformers compatibility problem." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Related buffer/memory symptoms, but not the same concrete bug or code path." + "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and noisy loading warnings are not the same underlying issue." + "reason": "Checkpoint corruption and generic loading noise are not the same underlying bug." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "Different quantization/storage incompatibilities with different error surfaces." + "reason": "Both involve bad buffer values, but one is silent corruption in `from_pretrained()` and the other is a specific `to_empty(cuda)` materialization issue." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "SigLIP2 embedding quality versus a general tokenization-version change; no direct duplicate evidence." + "reason": "Different quantization incompatibilities involving different storage/constructor errors." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the reported symptoms are too different to treat as one bug." + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not clearly the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Unrelated loading/error-reporting issues for different models." + "reason": "Bad tokenizer error messaging and missing `all_tied_weights_keys` are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are different issues." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5-related failures: flash-attn crash versus CPU-offload incompatibility." + "reason": "Flash-attention 3D `position_ids` crash and CPU-offload incompatibility are different failure modes." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma4 vs Qwen3.5 code paths and failure modes." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Distinct model-loading problems with different causes." + "reason": "Gemma4 FSDP2 shared-state bug is unrelated to Qwen3.5 MoE rotary embedding memory initialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is LoRA checkpointing behavior and the other is int4 quantization OOM." + "reason": "Gradient checkpointing inefficiency and int4 OOM memory growth are different performance/regression reports." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Closely related SigLIP2 complaints, but not clearly the same concrete bug." + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are unrelated." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus a specific model-loading failure; not the same issue." + "reason": "Generic loading noise is not the same as a specific model failing to load." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad theme of loading problems, but not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy/quality regression; one reports the symptom, the other the underlying HF-vs-JAX mismatch." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code regressions are related, but one is missing fields in AutoConfig and the other is a broader compatibility complaint." + "reason": "Missing fields in `AutoConfig.from_pretrained` and broad remote-code breakage are related only at a high level." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different failure classes: detokenization regression versus flash_attn import error." + "reason": "Detokenization regression and Python 3.13 flash-attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading problems, but they concern different models and likely different causes." + "reason": "Different loading regressions without evidence of the same code-path." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but one is gradient-checkpointing/LoRA and the other is MoE training efficiency." + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are distinct training issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different loading failures for different models/configurations." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Different models and unrelated errors." + "reason": "MPS histogram kernel limitation and Gemma4 device-map mismatch are different backend/device issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Separate model-loading bugs with different error signatures." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "Different issues: MPS histogram support versus Gemma4 device placement mismatch." + "reason": "A model load failure and a missing tied-weights attribute are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only clear duplicate subgroup is the Transformers v5 non-persistent-buffer corruption regression centered on issue 43950, and the other soft-edge calls are phrased cautiously and match the packet titles/body themes without overclaiming. " + "feedback": "Grounded and conservative overall. The accepted soft duplicates are well supported by the packet titles, and the rejected pairs stay cautious on similar-but-not-identical regressions. The summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1201,7 +1241,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:24643", "issue:30064", @@ -1216,6 +1256,7 @@ "issue:43404", "issue:43638", "issue:43742", + "issue:43782", "issue:43792", "issue:43824", "issue:43827", @@ -1237,28 +1278,27 @@ "issue:44805", "issue:44863", "issue:44928", + "issue:44960", "issue:44991", "issue:45020", "issue:45081", "issue:45305", "issue:45313", - "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", - "issue:45663", "issue:45823", - "issue:45902", "issue:45923" ], "soft_pairs": [ "issue:42491|issue:44368", - "issue:43824|issue:43872", "issue:45020|issue:45823", - "issue:44991|issue:45399", + "issue:43824|issue:43872", "issue:44661|issue:45020", + "issue:44991|issue:45399", "issue:43828|issue:45823", + "issue:43782|issue:44960", "issue:45081|issue:45399", "issue:43827|issue:44509", "issue:45020|issue:45356", @@ -1266,253 +1306,251 @@ "issue:43742|issue:45399", "issue:42915|issue:45020", "issue:43638|issue:45823", - "issue:43257|issue:43866", "issue:43792|issue:44220", + "issue:43257|issue:43866", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43940|issue:45313", - "issue:41553|issue:44991", "issue:43854|issue:44863", - "issue:36331|issue:41093", - "issue:43257|issue:45305", + "issue:41553|issue:44991", "issue:42947|issue:45923", + "issue:36331|issue:41093", "issue:44928|issue:45588", + "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805", - "issue:41553|issue:44488", - "issue:44479|issue:44560", "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", "issue:24643|issue:30064", - "issue:45325|issue:45902", - "issue:43366|issue:43828", - "issue:45663|issue:45823" + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "ee69c055fddf0a4a383ec368cd53ce1436ce65428fcad8bb753988d6a409af46", + "prepared_review_unit_hash": "244ff16257d9b092fbbee773cb8e138aeed713e2d795509fd9c700b344b7a49c", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 38120, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose family of model-loading/regression reports, not one tight duplicate set. A few soft edges are solid duplicates, especially the docs pipeline-removal pair, the `_is_hf_initialized` / `init_empty_weights` compatibility pair, the Qwen VL video regression pair, and the mask-shape IndexError pair for 41093/44805. The 36331/41093 link should be rejected: those are different bugs.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45020 is the broadest representative issue in the cluster: it captures the recent-transformers/model-loading regression theme that many of the narrower reports orbit, even though the cluster is not a single exact-duplicate family.", + "summary": "This cluster is a mix of distinct Transformers regressions, but it does contain several clear duplicate-like same-bug pairs, not just docs and mask-shape. The strongest accepted matches are the stale v5 pipeline docs pair, the repeated mask-shape IndexError pair, the Whisper/fbank feature-extraction pair, the `_is_hf_initialized` compatibility pair, and the Qwen VL video-input regression pair. The remaining soft matches are mostly nearby compatibility or loading failures, but not safe duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is still the best single umbrella issue: it is the broadest and most central regression report in the set, covering the general class of recent loading breakages. The accepted duplicate-like pairs are narrower subclusters around it, but 45020 is the most representative hub overall.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best anchor because it is the most umbrella-like and representative of the cluster\u2019s shared regression pattern, rather than one narrow symptom report.", + "best_issue_reason": "issue:45020 is the best global representative issue because it captures the widest model-loading regression theme in the cluster, while the other issues split into smaller, more specific duplicate groups or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related Qwen3/LoRA themes, but one is a cross-version LoRA compatibility break and the other is a tie-word-embeddings warning; different failure modes." + "reason": "Both involve Qwen/LoRA-related behavior, but one is a HF4.x vs hf5.x MoE loading incompatibility and the other is a tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and a Gemma4 PLE device_map forward mismatch are different failure modes." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2_5_VL import vs bitsandbytes `Int8Params.__new__` incompatibility; unrelated code paths." + "reason": "Importing Qwen2.5 VL and a bitsandbytes Int8Params constructor issue are unrelated code paths." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Broad remote_code/model-loading regression vs Gemma4 PLE device mismatch during forward; not the same bug." + "reason": "Tokenizer-mapping add-new-model-like failure is distinct from the broader remote_code loading regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for one model vs flash-attention fallback gating; same broad area, different root cause." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback gating are separate subsystems." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case in `add-new-model-like` vs broad remote_code regression; different defects." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 PLE device placement." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE vs Gemma4 PLE device placement mismatch; distinct bugs." + "reason": "Different model families and different errors; no clear shared code-path bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn fallback blocked by other checks; different subsystems." + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback blocking." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression after v5 pipeline removals; both report stale references to removed summarization/translation pipeline tasks." + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation cleanup." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code breakage vs Kimi-K2.5 tokenizer codec / regex-warning regression; different failure paths." + "reason": "Remote_code loading breakage is not the same as the Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption on `from_pretrained()`; different loading mechanisms." + "reason": "Untied lm_head weights and non-persistent buffer corruption are different bugs despite both being model-loading related." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error vs flash-attention fallback gating; both load-time issues, but not the same defect." + "reason": "MobileLLM loading key error and flash-attn fallback logic are unrelated." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Specific Qwen3 MoE FP8 config failure vs broad remote_code/model-loading regression; too different in scope and cause." + "reason": "Qwen3 MoE fine-grained FP8 failure is a separate backend/config issue from the remote_code regression." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 index error on a Bert model vs Gemma4 PLE device mismatch; unrelated root causes." - }, - { - "left": "issue:43257", - "right": "issue:43866", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs corrupted Ovis2 checkpoint; not the same bug." + "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is unrelated to Gemma4 device mismatch." }, { "left": "issue:43792", "right": "issue:44220", + "accept": true, + "reason": "Both point to the same Whisper/fbank feature-extraction failure path; 44220 names the underlying function." + }, + { + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Whisper runtime failure vs `_torch_extract_fbank_features()` issue; both audio-related but distinct." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are different problems." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same compatibility regression around `init_empty_weights` / `_is_hf_initialized` being passed into `Int8Params` and breaking model loading." + "reason": "Both describe the same `_is_hf_initialized` compatibility break in newer Transformers loading/init flows." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 failure and bitsandbytes parameter-construction incompatibility are different loading/configuration bugs." + "reason": "FineGrainedFP8Config failure and bitsandbytes constructor incompatibility are separate issues." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 loading issues, but they describe different Qwen3-family failures and different missing-weight scenarios." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Bad tokenizer error for Voxtral vs tokenizer load failure for EMBEDDIA/est-roberta; same area, different bug." + "reason": "Both involve ZeRO-3 weight loading, but the model targets and missing-weight patterns differ enough to avoid duplicate merging." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue vs NemotronH checkpoint-loading failure; different model and code path." + "reason": "GLM-4.7-Flash unit-test loading and NemotronH checkpoint loading are unrelated model issues." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "`compute_loss()` got unexpected `num_items_in_batch` TypeError vs mask-shape IndexError; the titles and symptoms do not support the same bug." + "reason": "A bad tokenizer error message for Voxtral is not the same as a tokenizer load failure for est-roberta." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Missing weight conversion under DeepSpeed vs gradient averaging not happening with GAS and `model_accepts_loss_kwargs=True`; different behaviors." + "reason": "LoRA gradient-checkpointing being ineffective and a missing supports_gradient_checkpointing flag are related only broadly, not the same bug." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective PEFT LoRA checkpointing and the other is a missing capability flag on a trust_remote_code model." + "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch; completely different training failures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids / SDPA fallback vs flash_attention crash on `s_aux=None`; different bugs." + "reason": "Gradient explosion from 3D position_ids/SDPA fallback is not the same as an s_aux=None flash-attention crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight-conversion failure under accelerate+deepspeed is distinct from GAS gradient averaging under model_accepts_loss_kwargs=True." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes parameter-construction regression vs CLIPTokenizer max-length sentinel; unrelated." + "reason": "bitsandbytes init incompatibility and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-shape IndexError, just with slightly different tensor sizes and wording." + "reason": "Both describe the same mask-shape IndexError; the titles differ only in placeholder dimensions." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Both are loading-related, but one is a Voxtral tokenizer error and the other is a separate failure loading `cjvt/sleng-bert`." + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both describe the same v5.3.0 video-input regression in the Qwen VL family; `44560` looks like a concrete manifestation of the broader bug." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash vs NemotronH checkpoint-loading failure; unrelated code paths." + "reason": "Both are the same v5.3.0 Qwen VL video-input regression family, with 44560 providing a specific reproduction." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError vs image-processor void-segmentation-map failure; no shared root cause." + "reason": "Different tokenizer-loading reports with different models and failure details." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:42947", + "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling bug vs uninitialized-memory after `to_empty(cuda)` materialization; different internals." + "reason": "Gradient checkpointing/LoRA and CLIPTokenizer max length do not share a bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support request vs Phi MoE autocast dtype mismatch; not the same bug." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: one accepted soft-edge verdict is not grounded in the packet. `issue:36331` is a `compute_loss()` unexpected `num_items_in_batch` TypeError, while `issue:41093` is a mask-shape IndexError; the titles do not support treating them as the same bug. Because of that, the summary also overstates the cluster\u2019s duplicate strength by including this pair among the strongest matches. The other acceptances (`43827`/`44509`, `43872`/`44291`, `44479`/`44560`, `41093`/`44805`) are more conservative and plausible." + "feedback": "The verdicts are mostly conservative, but the summary is not fully grounded in the packet because it understates the number of duplicate-like matches. In the packet, several accepted soft-edge pairs are also reasonably same-bug clusters (43792/44220, 43872/44291, 44479/44560, 43827/44509, and 41093/44805), not just the docs and mask-shape pairs. Saying those are merely \u201cclose compatibility regressions but not safe to merge\u201d conflicts with the accepted verdicts and makes the cluster look looser than the evidence supports." }, "evaluator_used": true, "retried": true, @@ -1531,7 +1569,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36010", "issue:38175", @@ -1553,8 +1591,6 @@ "issue:43708", "issue:43720", "issue:43824", - "issue:43854", - "issue:43931", "issue:43950", "issue:43957", "issue:43994", @@ -1576,26 +1612,31 @@ "issue:45030", "issue:45276", "issue:45313", + "issue:45325", "issue:45357", "issue:45584", + "issue:45663", "issue:45823", - "issue:45834" + "issue:45834", + "issue:45902" ], "soft_pairs": [ - "issue:44155|issue:45584", + "issue:45325|issue:45902", + "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", - "issue:43824|issue:43957", "issue:43645|issue:43646", - "issue:42915|issue:43957", "issue:43366|issue:44589", "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:43632|issue:45834", + "issue:44155|issue:45584", "issue:44560|issue:44805", "issue:43638|issue:44661", "issue:43596|issue:44661", @@ -1603,219 +1644,259 @@ "issue:44877|issue:45030", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", - "issue:44960|issue:44977", "issue:42491|issue:43720", + "issue:44960|issue:44977", "issue:45313|issue:45357", - "issue:41720|issue:42915", "issue:44451|issue:44488", + "issue:43644|issue:44534", + "issue:41720|issue:42915", "issue:42491|issue:45276", - "issue:42915|issue:44756", - "issue:43708|issue:44075", - "issue:43854|issue:43931" + "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "98cae0867a07c7d3aa5eae99f04da9e45b7e5fa2653a3b1d5efedc3f3229c6c5", + "prepared_review_unit_hash": "612c68d2236cfdc04326b2ff64ac201ca5ac4e796b351efb9b3adf4c6b6ef634", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36262, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36980, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, but a few soft pairs look like true duplicates: the non-persistent buffer regression, the custom model initialization regression, and the SigLIP2 output regression. The rest are too model- or symptom-specific to merge safely.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43644 is the clearest canonical issue among the near-duplicates: 44534 reports the same Transformers 5.x non-persistent-buffer corruption regression with essentially the same symptom.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports, with only a few true duplicate subpairs around the same bug. The strongest duplicate anchor is the Transformers 5 non-persistent-buffer corruption report; most other soft links should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43644 is the clearest representative because it has an essentially identical follow-up report (44534) for the same Transformers 5.x non-persistent-buffer corruption regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest issue to keep as the representative tracker because it is concrete, broadly applicable, and has an exact near-duplicate.", + "best_issue_reason": "43644 is the best single issue to keep as the cluster representative: it is concrete, clearly scoped, and has the strongest duplicate match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different failures: Qwen2.5-VL rope/position-id scaling vs Qwen3_5MoE uninitialized-memory after meta->to_empty() materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: batched AudioFlamingo track leakage vs Whisper empty-transcription generation." + "reason": "Same model family, but distinct bugs: FSDP2 shared_kv_states KeyError vs PLE device-mismatch during forward." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/GGUF-style model issues, but they describe different concrete bugs and code paths." + "reason": "Unrelated topics: GGUF support for gpt-oss vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR index errors." + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different regressions: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Importing a missing class and meta-device loading failures are distinct problems." + "reason": "Different architectures and code paths: Bamba torch.compile/SDPA failure vs Qwen3.5 Flash Attention crash." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These read like the same custom-model initialization regression in Transformers 5.0.0, with the notebook mention just a narrower manifestation." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Qwen3Moe FP8 failure and generic meta-device loading issues are different bugs." + "reason": "Same custom-model initialization regression; the notebook-specific wording in 43645 is just a context variant of 43646." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support request and Float8 storage lookup failure are unrelated." + "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.x, but one is a video StopIteration error and the other is an input-embedding unpacking failure in TRL." + "reason": "Different problems: Qwen3-vl video StopIteration vs TRL SFT unpacking failure for Qwen3.5 embeddings." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/fp8/meta behavior, but the concrete bugs differ: FineGrainedFP8Config failure vs meta-device loading regression." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing export is not the same as meta-device loading issues." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is not the same as GGUF architecture support." + "reason": "Different scope entirely: 3d_parallel.py runtime failure vs GGUF architecture support request." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "Unrelated regressions: GenerationMixin import failure vs Qwen3-MoE FP8 failure." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping/model registration logic is unrelated to Gemma4 PLE device placement during forward." + "reason": "Tokenizer-mapping add-new-model bug vs Gemma4 PLE device mismatch; no shared concrete code-path." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 regression: both report incorrect/degenerate outputs for google/siglip2-base-patch16-224 with AutoModel/pipeline usage." + "reason": "Same underlying SigLIP2 output corruption; one report describes zero probabilities, the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA train/use incompatibility for qwen3_moe on hf4.x is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual-encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version BERT model-loading regression; only the checkpoint name differs." }, { "left": "issue:43632", - "right": "issue:45834", + "right": "issue:44534", "accept": false, - "reason": "HF initialization flag regression and Kosmos2.5 OCR index errors are not the same bug." + "reason": "Both are Transformers 5 regressions, but one is about `_is_hf_initialized` and the other about non-persistent-buffer corruption." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes: auto device mapping cudaErrorAssert vs FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA model compatibility on qwen3_moe is unrelated to Gemma4 embedding-resize behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Different errors and model paths: video StopIteration vs mask/tensor shape mismatch." + "reason": "Trainer resume/max_steps calculation bug is unrelated to SGD argument handling." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert indexing failure is unrelated to tokenizer mapping registration constraints." + "reason": "Different issues: DeepSpeed ZeRO-3 index error on BertModel vs add-new-model-like failure in tokenizer mapping names." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Qwen3-vl video StopIteration vs mask-shape IndexError." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "A BertModel Zero3 init IndexError is not the same as the TOKENIZER_MAPPING_NAMES add-new-model-like failure." + "reason": "Different code paths: DeepSpeed ZeRO-3 empty-Bert index error vs tokenizer-mapping add-new-model-like bug." }, { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer mapping validation and mask-shape IndexErrors are different code paths." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical Transformers 5.x regression about non-persistent buffers being filled with junk; these are duplicate reports." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they are distinct model/config failures with different triggers." + "reason": "Different validation regressions: granite_speech strict config vs tiny-random glm4v config load failure." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU/CPU offload dequantization failure and Strix Halo mmap OOM are different loading problems." + "reason": "Different loading problems: gpu+cpu offload/dequantized model loading vs mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a degenerate output bug and the other is a documentation example with model/processor mismatch and quantization failure." + "reason": "Same model family, but the concrete bug differs: zero probabilities at inference vs documentation-example model/processor mismatch plus quantization failure." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-exact duplicate: both report Transformers 5.x corrupting non-persistent buffers; 44534 is essentially a reworded repeat." + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Repeated pair already covered above; the bugs are still distinct." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 issue and Qwen3.5 flash-attention generation failure are unrelated." - }, - { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "LoRA/Qwen3_moe hf4.x compatibility and BitNet packed-weight loading are separate regressions." + "reason": "Repeated pair already covered above; different model-specific failures." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language-model weight loading and save_pretrained visual-encoder key serialization are different problems." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen3Moe FP8 failure are not the same bug." + "reason": "Repeated pair already covered above; different regression surfaces." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are BERT model-loading complaints, but the titles point to different models and no shared concrete failure is evident." + "accept": true, + "reason": "Repeated pair already covered above; same model-loading regression." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3-VL-30B-A3B weight-shape mismatch are different model-specific issues." + "reason": "Repeated pair already covered above; distinct failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Repeated pair already covered above; same duplicate regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are mostly conservative and well grounded in the packet. The accepted soft pairs are plausible same-bug matches based on closely aligned titles and symptoms, especially 43644/44534, 43645/43646, and 38175/43994. The rejected pairs generally stay on the safe side by requiring more than superficial model-family overlap. The canonical issue choice and summary are supported by the evidence provided." + "feedback": "The cluster summary is grounded in the packet, and the representative choice is well supported by the nearly identical non-persistent-buffer regression reports. The soft-edge decisions are mostly conservative: the accepted duplicates are plausible from the titles alone, and the rejected pairs generally stay on the safe side by not collapsing distinct failure modes. No clear overstatement stands out from the packet evidence." }, "evaluator_used": true, "retried": false, @@ -1834,13 +1915,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36010", "issue:39404", "issue:39692", - "issue:41720", "issue:42491", + "issue:42915", "issue:42947", "issue:43257", "issue:43335", @@ -1862,7 +1943,6 @@ "issue:44387", "issue:44402", "issue:44488", - "issue:44743", "issue:44756", "issue:44910", "issue:44912", @@ -1886,272 +1966,265 @@ "issue:45859" ], "soft_pairs": [ + "issue:43854|issue:43931", + "issue:42915|issue:44756", "issue:45488|issue:45812", "issue:39692|issue:43994", "issue:43257|issue:43854", - "issue:44488|issue:44991", "issue:42491|issue:43931", - "issue:43644|issue:43645", "issue:43856|issue:43873", - "issue:45362|issue:45406", + "issue:43644|issue:43645", "issue:43856|issue:44387", "issue:44910|issue:45588", "issue:42491|issue:45292", + "issue:45362|issue:45406", + "issue:44488|issue:44991", "issue:45276|issue:45335", - "issue:44164|issue:44291", "issue:36010|issue:39404", "issue:43404|issue:43454", - "issue:41720|issue:44155", - "issue:39692|issue:44960", + "issue:44164|issue:44291", "issue:43425|issue:43957", "issue:44402|issue:44488", + "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43873|issue:44387", "issue:43335|issue:45663", "issue:45663|issue:45859", - "issue:44291|issue:44756", "issue:44155|issue:45823", + "issue:43873|issue:44387", + "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:44387|issue:44756", "issue:43854|issue:45216", - "issue:44743|issue:44960", - "issue:43957|issue:44756", + "issue:44387|issue:44756", "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "813abd841e93cbee47f5e7109ee5c44197c7a16f99b69cbfc67ba7fdb9494fc3", + "prepared_review_unit_hash": "aed6817b5826ac93eca16463f6b6c13fa7c03163423124a617ee302f6ebe36ea", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37775, - "estimated_input_tokens": 9444, - "estimated_eval_tokens": 19144 - }, - "overflow_policy": "truncate_then_skip", + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose collection of unrelated Transformers issues. The only clear duplicate-like cluster is around `resize_token_embeddings` not propagating to nested/output embeddings across related model variants.", - "confidence": 0.69, - "canonical_issue_reason": "`issue:45292` is the most generic and reusable statement of the shared `resize_token_embeddings` regression, so it best serves as the representative issue for the small embedding-resize cluster.", + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only clear near-duplicates are around lm_head weight tying and resize_token_embeddings propagation; the rest are model- or feature-specific regressions that should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; 45276 is the best anchor for the resize_token_embeddings/output_embeddings subgroup because it states the broader failure mode most directly.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the broadest, least model-specific report among the candidates, and it cleanly subsumes the more specific Gemma4/T5Gemma variants.", + "best_issue_reason": "45276 is the clearest, most general issue in the only strong duplicate subgroup and is the best triage target among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes (GLM load issue vs Qwen3-VL shape mismatch)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs mmap/OOM on Strix Halo." + }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions in different model families; same broad area, not the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same code-path bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example problem and the other is a model loading/output issue." + "reason": "Same model family, but one is a docs/example error and the other is a runtime inference issue with a different symptom." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and failure modes during loading; no concrete shared code-path is evident." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + "reason": "Different models and distinct loading/conversion failures." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3 loading issues, but one is LoRA/version compatibility and the other is a shape mismatch in a different model." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Distinct regressions: junk-filled buffers vs Jupyter custom-model initialization." + "reason": "Both involve Qwen, but one is LoRA checkpoint compatibility across versions and the other is a model weight-shape load error." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is training memory efficiency and the other is offload behavior under quantization." + "reason": "Both mention memory/offloading, but the root problems are different." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Different models and different crash sites; not the same bug." + "reason": "Different regressions: non-persistent buffer initialization vs notebook custom-model initialization." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but the reported conditions and failure modes differ materially." + "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is int4 reserved-memory/OOM behavior." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the failures are unrelated: packed-sequence misread vs missing `s_aux` handling." + "reason": "Different Flash Attention bugs with different triggers and crashes." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "A Qwen3 MoE LoRA compatibility issue is unrelated to embedding resizing behavior." + "reason": "Different issues: LoRA checkpoint incompatibility vs token embedding resize propagation." }, { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Both report `resize_token_embeddings` failing to update nested model embeddings; these look like the same underlying regression across closely related model variants." + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/chat crash vs processor attribute error in serve." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Separate serialization/loading bugs with different triggers and error types." + "reason": "Both are tokenizer loading problems, but for different models and likely different underlying causes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings propagation bug: resized embeddings do not update the relevant internal/output embeddings." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Completely different import vs Whisper pipeline behavior issues." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated failures." }, { "left": "issue:43404", "right": "issue:43454", - "accept": false, - "reason": "Both are untied `lm_head` reports, but they target different model families and there isn't enough evidence of one shared code-path bug." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Different subsystems and symptoms: device-mapping crash vs batched inference token leak." + "accept": true, + "reason": "Both describe the same missing lm_head weight-tying problem in multimodal generation models, causing bad text generation." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Unrelated model-specific issue vs generic GLM5 loading report." + "reason": "Different save/load path bugs: extra_state handling vs init_empty_weights argument mismatch." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and `meta`-device loading are different problems." + "reason": "Torch version incompatibility and meta-device loading failures are different regressions." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch is not the same as a model loading failure." + "reason": "Tokenizer-vocab mismatch and tokenizer loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated SigLIP2 example problems vs a generic GLM5 issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and an apex RMSNorm leak are unrelated." + "reason": "Different subsystems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model architecture bugs: FSDP/shared KV state vs composite config unwrapping." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Both concern memory, but one is offloading behavior and the other is int4 reserved-memory growth." + "reason": "Different model families and unrelated failures." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer construction bug is unrelated to Gemma4 attention state rebuilding." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma-4 FSDP2 attention state handling." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3/Gemma4 issues with different execution paths." - }, - { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + "reason": "Different Qwen/Gemma training and offload issues with different code paths." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and different forward-pass/device problems." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Different quantized-model loading failures with no clear shared root cause." + "reason": "Both involve quantization/memory, but the concrete regressions differ." }, { - "left": "issue:44387", + "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but one is quantization memory growth and the other is platform-specific mmap behavior." + "reason": "Different bugs: init_empty_weights signature change vs mmap-related OOM." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different regressions: GLM-4.7 unit-test loading vs Qwen3.5 checkpoint save correctness." + "reason": "Different quantization formats and different load/fallback behavior." }, { - "left": "issue:44743", - "right": "issue:44960", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Recurrent-state cache behavior and a GLM5 loading issue are unrelated." + "reason": "Different model-loading failures: GLM unit-test load issue vs Qwen3.5 save_pretrained regression." }, { - "left": "issue:43957", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "`meta`-device model loading and Strix Halo OOM mitigation are different issues." + "reason": "Both mention memory, but one is int4 CUDA reserved memory and the other is mmap/OOM avoidance." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Same `resize_token_embeddings` regression; one is a model-specific report and the other is the generic version of the same bug." + "accept": false, + "reason": "Closely related topic, but 45276 is Gemma4-specific and includes additional embed_tokens_per_layer behavior; not clearly the same concrete bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is file permission propagation in `save_pretrained`, the other is wrong custom-module resolution on reload." + "reason": "Both involve custom-model save/load, but one is permissions during save_pretrained and the other is wrong module resolution on load." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice for the resize_token_embeddings cluster is supported by the titles, and the accepted 45276/45335 pair looks like the same bugfix area and mergeable into one PR. The remaining soft-edge rejections are phrased cautiously and do not overstate shared root cause beyond what the packet shows." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible same-bug groups, and the rejections are well-justified by the issue titles. The cluster-level takeaway that this is mostly heterogeneous, with only a couple of near-duplicate subgroups, fits the evidence." }, "evaluator_used": true, "retried": false, @@ -2170,16 +2243,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:36032", "issue:39404", + "issue:41720", "issue:42947", "issue:43257", "issue:43299", "issue:43381", "issue:43425", - "issue:43452", "issue:43596", "issue:43611", "issue:43645", @@ -2187,12 +2259,14 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43854", "issue:43901", "issue:43906", "issue:43931", "issue:43957", "issue:43994", "issue:44079", + "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2201,7 +2275,6 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44671", "issue:44683", "issue:44756", "issue:44805", @@ -2211,7 +2284,7 @@ "issue:44912", "issue:44918", "issue:44928", - "issue:44991", + "issue:44960", "issue:45084", "issue:45292", "issue:45335", @@ -2223,271 +2296,271 @@ ], "soft_pairs": [ "issue:43381|issue:44928", - "issue:44164|issue:44756", "issue:42947|issue:43381", + "issue:44164|issue:44756", "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:43854|issue:44960", "issue:45588|issue:45663", "issue:43646|issue:43708", + "issue:43957|issue:44756", "issue:45292|issue:45335", - "issue:43645|issue:44164", - "issue:43257|issue:44863", "issue:44402|issue:44451", "issue:43828|issue:43957", + "issue:43645|issue:44164", "issue:43425|issue:43828", - "issue:44589|issue:44756", + "issue:43257|issue:44863", "issue:44683|issue:45823", - "issue:39404|issue:45701", - "issue:43906|issue:44530", + "issue:44589|issue:44756", "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", - "issue:39404|issue:44912", "issue:43901|issue:44509", "issue:44265|issue:44898", + "issue:39404|issue:44912", "issue:44479|issue:44805", - "issue:43994|issue:44079", - "issue:43299|issue:43931", - "issue:39404|issue:44671", "issue:43425|issue:44918", + "issue:43299|issue:43931", "issue:44589|issue:45084", - "issue:44164|issue:45759", - "issue:36032|issue:43452", + "issue:43994|issue:44079", "issue:43596|issue:44683", - "issue:44671|issue:44991" + "issue:44164|issue:45759" ], - "prepared_review_unit_hash": "02858d2dff42c29ba3926b4ac434b4cefbf62e53887ff642c9a7e90832b2d150", + "prepared_review_unit_hash": "c10e0245e51d19e2852a16fd00b08cf38660371c35b571eb6d209bd84e425588", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37674, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 37578, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, largely around model loading and v5 compatibility. Only the token-embedding resize reports (45292/45335) look like the same underlying bug; the rest are better kept separate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43611 is the best anchor: it is a broad, concrete Transformers 5.0 model-loading regression and is representative of the cluster\u2019s main theme without being overly model-specific.", + "summary": "This cluster is mostly a grab bag of Transformers v5-era regressions across model loading, training, and device/dtype behavior. Only one clear duplicate pair stands out: the embedding resize bug affecting output/decoder embeddings.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression in this set, and it best captures the general v5 loading/init breakage theme without being as narrow as the more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the strongest standalone issue to keep: clear symptom, broad impact, and a central regression category that matches the surrounding cluster better than the narrow model-specific reports.", + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster representative: it is general, clearly user-facing, and closest to the recurring v5 custom-model loading/init regressions seen here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention gradient/checkpointing, but the failures are different: eval-mode checkpointing vs RLHF NaN/SDPA fallback on Qwen3.5." + "reason": "Both mention gradient checkpointing, but one is eval-mode support and the other is Qwen3.5 RLHF/3D position_ids causing SDPA/BF16 instability; different failure modes." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Unrelated bugs: serialization of extra_state vs disabling mmap on Strix Halo to avoid OOM." + "reason": "PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are related only at a high level; the underlying bug and repro are different." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Both involve gradient checkpointing, but one is about LoRA effectiveness and the other about eval-mode incompatibility." + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM behavior." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different subsystems and failures: Qwen VL video-input regression vs strict config blocking granite_speech loading." + "reason": "Video-input regression for Qwen VL models and strict config rejection for granite_speech are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "GLM-4.7 model-loading test failure and a separate GLM5 issue do not look like the same concrete bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states rebuild bug." + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 FSDP2 shared_kv_states rebuild are different attention/training bugs." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in notebooks is unrelated to resume_from_checkpoint max_steps calculation." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying resize_token_embeddings bug; one report names output_embeddings and the other decoder.embed_tokens, both saying resizing does not propagate." + "reason": "custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated regressions." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Notebook custom-model initialization and extra_state serialization are different issues." + "reason": "meta-device model loading issues and Strix Halo mmap OOM are different problems." }, { - "left": "issue:43257", - "right": "issue:44863", - "accept": false, - "reason": "Both are model-loading problems, but they affect different architectures and failure modes; not the same bug." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the output/decoder embedding weights." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch is not enough to equate it with a separate model-loading failure for ScandiBERT." + "reason": "Both are loading failures, but one is about tokenizer vocab bounds and the other is a specific model loading failure; not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different failures: autocast dtype mismatch vs meta-device loading breakage." + "reason": "Dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load failures are distinct issues." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and a model-specific autocast dtype mismatch are not the same issue." + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are too broad and not the same code-path bug." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM report." + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are separate model-specific loading issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are separate bugs." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different failures." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a generic tokenization-change report." + "reason": "General Torch incompatibility and Gemma4 device_map forward mismatch are not the same bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The isolated reproduction issue does not describe the same failure as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention crash are not duplicates." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are different problems." + "reason": "Whisper return_language pipeline breakage and tokenization changes across versions are different issues." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading regression is not the same as custom model initialization in notebooks." + "reason": "base_model_prefix loading failure and notebook custom-model initialization are related only at a broad v5-regression level, but the reported bug is not the same concrete failure." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A Torch version incompatibility is unrelated to a Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are distinct regressions." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Linear-attention group crash and non-template-node compilation error are different code paths." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not share a concrete code path." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different removed/changed pipeline docs and should not be merged as duplicates." + "reason": "Docs mentioning removed pipeline tasks is separate from return_all_scores behavior mismatch." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure and Perceiver non-default-resolution failure are separate issues." + "reason": "torch.export.export failure with torch_compilable_check and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are different problems." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and a mask-shape IndexError are not the same bug." + "reason": "Qwen VL video-input regression and mask-shape IndexError are not the same underlying bug." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Siglip2 incorrect outputs and ModelOutput key assignment are different behaviors." + "reason": "Torch 2.10 incompatibility and Qwen3.5 embedding unpacking with TRL SFT are different regressions." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a version-specific MoE loading regression and the other is a concrete weight-shape mismatch; too different to merge." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch incompatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT." + "reason": "Both involve Qwen3-VL loading, but one is a dev-version/MoE loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same concrete bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and non-template-node compilation are unrelated." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "extra_state serialization failure is unrelated to unwrapping text_config in composite Qwen multimodal configs." + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different bugs." + "reason": "SigLIP2 pipeline nonsense outputs and ModelOutput key assignment with None are not the same issue." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3 init/BertModel index error is unrelated to compiled flex_attention failing on torch>=2.9." + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are separate backend issues." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading failure for est-roberta are not the same issue." + "reason": "extra_state handling in save/from_pretrained and unwrapping text_config for composite Qwen multimodal configs are different loading bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it treats most pairs as separate regressions, and the one accepted pair (45292/45335) is a plausible same-bug resize_token_embeddings issue. The chosen anchor issue and cluster characterization are subjective but supported by the issue titles." + "feedback": "The summary stays within the packet: it characterizes the set as broad v5-era regressions and only claims one clear duplicate pair, which is supported by the strongest pair (issue:45292 / issue:45335). The other soft-edge rejections are conservative and do not overclaim duplication from the limited evidence provided." }, "evaluator_used": true, "retried": false, @@ -2506,7 +2579,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:32090", "issue:34567", @@ -2515,7 +2588,6 @@ "issue:40444", "issue:40990", "issue:42915", - "issue:43089", "issue:43317", "issue:43404", "issue:43421", @@ -2542,6 +2614,7 @@ "issue:44488", "issue:44530", "issue:44661", + "issue:44671", "issue:44683", "issue:44737", "issue:44756", @@ -2552,250 +2625,265 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45507", "issue:45584", "issue:45859", "issue:45987" ], "soft_pairs": [ - "issue:32090|issue:39404", + "issue:36032|issue:43452", + "issue:39404|issue:44671", "issue:43856|issue:44756", "issue:44991|issue:45081", + "issue:44671|issue:44991", "issue:44737|issue:45859", + "issue:32090|issue:39404", "issue:44164|issue:44479", - "issue:43582|issue:43632", - "issue:44488|issue:45081", "issue:44661|issue:44683", - "issue:40990|issue:43421", - "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43582|issue:43632", "issue:43611|issue:43644", - "issue:44206|issue:44220", + "issue:40990|issue:43421", "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", "issue:43643|issue:44530", - "issue:36032|issue:42915", "issue:34567|issue:40444", - "issue:43883|issue:44488", "issue:44811|issue:45584", + "issue:36032|issue:42915", "issue:44464|issue:45987", + "issue:43883|issue:44488", "issue:44451|issue:44987", - "issue:43644|issue:43646", "issue:43452|issue:43482", - "issue:42915|issue:44530", + "issue:43644|issue:43646", "issue:43541|issue:45084", + "issue:42915|issue:44530", "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:36032|issue:43645", - "issue:44987|issue:44991", - "issue:43404|issue:44466", - "issue:43089|issue:45987" + "issue:45084|issue:45507", + "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "369bd14dd10ded0fc164eb90b068d049ea45d385c908e597db72bdaa60ac13f0", + "prepared_review_unit_hash": "0831cf9e396eb68c7254c0509e4be3f53eb9af375d86bb44412ccb554a7c596e", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36126, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37249, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate set is highly heterogeneous; most pairs are only loosely similar by subsystem or regression theme, not the same underlying bug/change. No PRs are present. I reject all soft-edge pairs.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs and regressions, with only broad thematic overlap in a few loading/tokenizer/model cases.", + "summary": "This cluster is mostly noisy topical similarity, not true duplication: it spans unrelated bugs across training, tokenizers, Whisper, GGUF loading, model init, caching, and multimodal paths. None of the soft pairs look like the same concrete underlying issue strongly enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is clear because the items are heterogeneous and do not share one concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical for this cluster; if forced, issue:43452 is the broadest loading-regression report, but it still does not represent the whole set.", + "best_issue_reason": "No issue is a good global representative; the cluster does not center on one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Different components and failures: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + "reason": "Different tokenizer failures: T5 special-token method conflict vs GGUF loading breakage." }, { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Both mention memory/OOM, but one is Qwen3 MoE training memory use and the other is mmap on Strix Halo; not the same bug." + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and different code paths (EST-RoBERTa vs Mistral regex patching)." + "reason": "Both are tokenizer-loading issues, but one is EMBEDDIA/est-roberta and the other is Mistral regex patch crash; different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions vs tokenizer loading for est-roberta are different bugs." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device placement, but XLNet positional encoding CPU allocation and Qwen3.5 MoE CPU-offload incompatibility are distinct bugs." + "reason": "Both are device-related, but XLNet CPU arange placement and Qwen3.5 MoE CPU-offload incompatibility are distinct." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Save/from_pretrained extra_state handling and a Qwen VL video-input regression are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized v5 regression." + "reason": "Add-new-model-like TOKENIZER_MAPPING_NAMES bug is unrelated to compiled flex_attention on torch 2.9." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different failures: loading cjvt/sleng-bert vs a Mistral tokenizer regex crash." + "reason": "Both affect loading, but different models and symptoms; not the same tokenizer bug." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Tokenizer mapping/model registration bug vs compiled flex_attention on torch>=2.9; unrelated." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Perplexity issue on gpt-oss-20b is unrelated to runtime special-token post-processor updates." + "reason": "Both are v5 regressions, but loading with base_model_prefix and junk-filled buffers are different underlying problems." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Both are model-loading failures, but for different repos and different reported breakages." + "reason": "High perplexity on gpt-oss-20b is unrelated to runtime special-token post-processor updates." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are separate issues." + "reason": "Mistral image dtype mismatch and template-node compile error are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but the unsupported center arg and _torch_extract_fbank_features crash are not clearly the same bug." + "reason": "Both involve audio features, but the titles point to different failure sites and causes." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to a template-node compilation TypeError." + "reason": "Different models and likely different loader regressions; not enough evidence for one bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache linear_attention crash." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3 MoE FP8 config failure are unrelated." + "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 linear_attention cache crash are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting bug is unrelated to iterable multi-image Qwen2.5-VL finetuning failure." + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable-dataset failure are different issues." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to loading cjvt/sleng-bert." + "reason": "Both Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation failure are distinct." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different code paths." + "reason": "T5 tokenizer loading conflict and Qwen3 MoE FineGrainedFP8 failure are unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." + "reason": "Compiled chunked generation inconsistency and StaticCache seq_length type bug are different code paths." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Separate model-loading failures for different models; no shared underlying bug is evident." + "reason": "Molmo tied-weights attribute error and BERT model loading failure are unrelated." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Non-persistent buffer initialization junk vs custom model initialization breakage are distinct regressions." + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific bugs." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a broad gguf_file/from_pretrained regression and the other is a specific model failure; not enough evidence they are the same bug." + "reason": "Both mention GGUF loading, but one is a broad AutoTokenizer/AutoModel break and the other is Qwen2.5-GGUF-specific; not clearly the same bug." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Qwen3 MoE FP8 config failure is unrelated to PagedAttentionCache linear_attention crash." + "reason": "Both are v5 model-initialization regressions, but the symptoms differ and may need separate fixes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template-node compilation errors." + "reason": "Mixtral grouped_mm Dynamo tracing error and template compile error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different issues." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map dequantized-model offload failure is unrelated to Qwen2.5-GGUF loading." + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are different problems." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling bug are different issues." + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to Jupyter/custom-model initialization breakage." + "reason": "Tokenizer add_special_tokens conflict and custom-model-in-notebook initialization break are unrelated." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are loading regressions, but they affect different artifacts and likely different failure causes." + "reason": "Template-node compile error and GraniteMoEHybrid invalid method call are different failures." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head tying in Mistral3 and inconsistent lm_head serialization by device are related in theme but not the same concrete bug." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation GPU-sync overhead is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Mistral3 weight tying bug and lm_head serialization inconsistency are related at a broad level only, but not the same concrete defect." } ] }, @@ -2817,14 +2905,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36032", - "issue:40444", "issue:40990", "issue:41720", "issue:42175", "issue:42915", + "issue:43089", "issue:43262", "issue:43296", "issue:43322", @@ -2838,11 +2926,12 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43792", + "issue:43818", "issue:43819", "issue:43883", "issue:43994", "issue:44062", - "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -2864,264 +2953,263 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45507", "issue:45542", - "issue:45663" + "issue:45987" ], "soft_pairs": [ "issue:43262|issue:43377", - "issue:45084|issue:45507", + "issue:43089|issue:45987", "issue:43883|issue:44991", + "issue:44987|issue:44991", "issue:43994|issue:44610", "issue:43646|issue:44534", "issue:43322|issue:43540", - "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", - "issue:44265|issue:44610", "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:43645|issue:44534", "issue:45216|issue:45357", "issue:44451|issue:45081", - "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:42915|issue:44291", + "issue:44987|issue:45081", "issue:43404|issue:45127", + "issue:42915|issue:44291", "issue:43632|issue:44756", - "issue:44062|issue:44987", - "issue:44479|issue:45325", "issue:36032|issue:43742", + "issue:44062|issue:44987", "issue:42915|issue:44589", - "issue:40444|issue:45325", "issue:43296|issue:43531", "issue:43611|issue:44534", - "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:44079|issue:45663", + "issue:44479|issue:45325", + "issue:36032|issue:41720", "issue:40990|issue:44811", - "issue:43632|issue:44534", - "issue:42175|issue:45542" + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "8670bd5d7d4997cd76018ed0431ecf55d8eb95506d557c048c5ef63ca36bae9e", + "prepared_review_unit_hash": "93a21172819f006c49311649aadf32eef65832a888e3dfd74c46903784464c58", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37278, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "serialized_chars": 37253, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one loose subtheme around Transformers v5 loading/initialization regressions, but the soft-edge candidates are not true duplicates and span different code paths, models, or modalities.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43632 is the broadest and most central Transformers v5 regression in this set, touching model initialization/loading behavior that overlaps conceptually with several other issues here.", + "summary": "This cluster is mostly heterogeneous bug reports. There is a loose subcluster around Transformers v5 loading/initialization regressions, but the proposed soft pairs are not duplicates of the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the main Transformers v5 regression theme: it covers custom model initialization failures and is closer to several related loading/init reports than the more model-specific cases.", "canonical_pr_reason": null, - "best_issue_reason": "43632 is the best representative of the cluster\u2019s main theme: a core Transformers v5 initialization regression with broad downstream impact, unlike the more model-specific or modality-specific reports.", + "best_issue_reason": "43646 is the best issue representative because it captures the central v5 initialization breakage pattern without being tied to a single model or tokenizer.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sampling-rate default vs MIMI encoder batch-padding-mask mismatch; different components and bugs." + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask behavior are unrelated bug classes." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; unrelated failure modes." + "reason": "Generation GPU-sync/dispatch overhead is a performance issue; StaticCache returning a tensor instead of int is an API contract bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing `all_tied_weights_keys` on MolmoForCausalLM vs tokenizer loading failure for EMBEDDIA/est-roberta; different subsystems." + "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are different models and failure paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is for physical-intelligence/fast and the other is a tokenizer regression for EMBEDDIA/est-roberta; not the same bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 bad outputs via AutoModel/pipeline vs OmDet-Turbo processor/model input-size mismatch; not the same bug." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different models with different root causes." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; both v5 regressions, but different code paths." + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are distinct Transformers v5 regressions." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault vs Qwen3OmniMoe video ValueError; both multimodal, but distinct crashes and models." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Jupyter/custom model init regression vs buffer initialization regression; not the same underlying issue." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal model bugs." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash on tokenizer backend access; different behaviors and fixes." + "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are not the same underlying issue." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI encoder padding-mask discrepancy vs DAC STE mismatch in `from_latents`; different model internals and symptoms." + "reason": "MIMI padding-mask mismatch and Video-LLaVA missing temporal attention/shared weights are different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compile error are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "`torch.export.export` failure with `torch_compilable_check` vs processor output-size mismatch; unrelated export vs preprocessing bugs." + "reason": "torch.export with torch_compilable_check and incorrect processor output size are unrelated bugs." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs non-template compilation error; different model/config and failure mechanism." + "reason": "Notebook custom-model initialization failure and non-persistent buffer junk are different regressions." }, { "left": "issue:45216", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one concerns checkpoint correctness and the other visual encoder key naming; related area but not the same concrete bug." + "reason": "Both involve Qwen3.5 save_pretrained, but one is overall checkpoint corruption and the other is incorrect visual-encoder key saving; different concrete bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model load failure for vesteinn/ScandiBERT vs tokenizer backend attribute crash in Mistral regex patch; different root causes." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Model loading failure for physical-intelligence/fast vs Mistral tokenizer regex patch crash; different models and code paths." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different model-specific issues." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "`_torch_extract_fbank_features()` issue vs compiled flex_attention failure on newer torch; unrelated audio feature extraction vs attention compilation." + "reason": "Audio fbank extraction and compiled flex_attention on torch >= 2.9 are unrelated subsystems." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Qwen3Moe FP8 config issue vs `init_empty_weights`/_is_hf_initialized argument handling; distinct initialization/configuration problems." + "reason": "A model loading regression and a tokenizer regex patch crash are different failure mechanisms." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Mistral3 untied lm_head weights vs LoRA merge collapse with extended vocab; both involve weights, but not the same bug." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "`_is_hf_initialized` regression vs mmap/OOM workaround on Strix Halo; unrelated loading/runtime concerns." + "reason": "lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are different problems." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Duplicate `special` keyword in AddedToken construction vs tokenizer/model loading failure for a specific checkpoint; different tokenizer-layer bugs." + "reason": "Qwen3Moe FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are not the same bug." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Video input regression across Qwen variants vs Qwen2.5-VL rope index scaling bug; both visual models, but different preprocessing/math errors." + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token method conflict vs MobileLLM key error on load; unrelated tokenizer vs model-loading issues." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading issues." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type on load; both FP8-adjacent, but different error surfaces and fixes." + "reason": "AddedToken keyword collision is a tokenizer-construction bug; physical-intelligence/fast is a model-loading regression." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs Qwen2.5-VL rope index scaling bug; different multimodal training vs inference issues." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage are both precision-related only at a very high level; the concrete failure modes differ." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior; different models and code paths." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "`base_model_prefix` loading regression vs non-persistent buffer junk values; both v5-related, but not the same bug." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "T5 tokenizer load error vs Qwen3 auto device mapping cuda assert; different model families and failure layers." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs strict config blocking granite_speech load; unrelated model behavior vs config validation." + "reason": "Qwen3-MoE sliding_window and strict granite_speech config loading are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility vs generic transformer-loading noise; one is dependency compatibility, the other a runtime loading symptom." + "reason": "Torch 2.10 incompatibility and loading noise are not the same bug." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; different abstractions and failure sites." + "reason": "Both touch Qwen vision/video models, but one is a broad video-input regression and the other is a rope-index scaling bug for still images." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "High perplexity on GPT-OSS/WikiText-2 vs Whisper batch_decode skip_special_tokens regression; unrelated evaluation vs decoding behavior." + "reason": "Tokenizer add_special_tokens conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "_is_hf_initialized flag regression vs non-persistent buffer initialization bug; both Transformers v5 issues, but distinct code paths and symptoms." + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are unrelated issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Packaging/install backend inclusion issue vs tensorboard-only install causing undefined tf backend; different dependency resolution problems." + "reason": "Both involve TensorFlow installation/backend handling, but one is about a torch-only extra omitting TF and the other about tensorboard being present without TensorFlow; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression are different models and code paths." } ] }, @@ -3143,37 +3231,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:33666", - "issue:35707", "issue:40444", "issue:41553", "issue:41720", "issue:42175", + "issue:42915", "issue:43296", "issue:43317", "issue:43377", "issue:43381", "issue:43421", + "issue:43454", "issue:43482", "issue:43525", "issue:43531", "issue:43582", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", - "issue: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", @@ -3185,258 +3273,255 @@ "issue:45072", "issue:45081", "issue:45325", - "issue:45357", "issue:45381", "issue:45479", "issue:45491", "issue:45538", + "issue:45663", "issue:45812", + "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:41553|issue:43582", - "issue:43421|issue:44568", - "issue:43792|issue:44589", - "issue:43818|issue:45357", "issue:44683|issue:45020", - "issue:33666|issue:40444", + "issue:43421|issue:44568", "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:44079|issue:45663", "issue:44462|issue:45812", "issue:43317|issue:43856", "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:40444|issue:45325", "issue:43381|issue:45923", - "issue:35707|issue:40444", - "issue:44079|issue:44534", "issue:44291|issue:44589", "issue:43482|issue:43525", "issue:43377|issue:45491", - "issue:43749|issue:44079", - "issue:40444|issue:45381", "issue:41720|issue:45081", - "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43531|issue:44291", - "issue:45325|issue:45381", - "issue:43632|issue:45072", + "issue:42175|issue:43296", "issue:43994|issue:44898", "issue:43611|issue:43646", - "issue:42175|issue:43296" + "issue:43632|issue:45072", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "a20bb808612ae457568959432161281640b615db802f178ae684aaafb3d0eb56", + "prepared_review_unit_hash": "7437cab4deb0525f48ad824929dc40813f3f4972b2871829c77e4a8501174eed", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35640, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a loose collection of mostly unrelated transformer regression reports, many centered on Transformers v5 compatibility but covering different code paths and model families.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the best representative anchor: it is a broad, concrete Transformers v5 compatibility regression about custom model initialization, which matches the dominant theme of the cluster better than the narrower tokenizer/model-specific reports.", + "summary": "This cluster is mostly a loose collection of unrelated issues, with a recurring but broad Transformers v5 regression theme and a smaller Qwen2.5-VL position-id theme. No soft pair is a safe duplicate match under a strict duplicate bar.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative Transformers v5 regression here: generic custom model initialization breakage, which is a better umbrella than the narrower symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest standalone issue to keep: it\u2019s specific enough to be actionable yet broad enough to represent the main v5 regression pattern seen here.", + "best_issue_reason": "Issue 43646 is the best triage anchor because it is general, directly actionable, and sits near the center of the repeated v5 initialization/loading regressions in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Different subsystems and failures: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." + "reason": "Different failures: torch.export/flex_attention vs remote_code model loading. Same release era, not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both touch tokenizers, but one is runtime special-token post-processing and the other is a specific BOS/EOS regression for one tokenizer; not the same bug." + "reason": "Both involve tokenization, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer. Not the same code-path problem." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Completely different failure modes: Whisper model loading/runtime vs Float8 storage lookup." + "reason": "Generic loading noise vs a concrete tokenizer-loading failure for a specific model. Too different to merge." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Qwen3.5 save_pretrained key names." + "reason": "Separate regressions: _is_hf_initialized handling during init vs non-persistent buffer filling. Related to v5, but not the same defect." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "One is torch >=2.9 flex_attention compilation, the other is remote_code model loading in recent Transformers." + "reason": "Different Qwen-VL generations and different symptoms: multi-GPU training vs IterableDataset multi-image finetuning failure." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset multi-image prompt failures; not the same bug." + "reason": "Unrelated subsystems: bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Generic loading noise vs tokenizer loading failure for a specific model; different symptoms and code paths." + "reason": "ModelOutput key assignment bug vs Gemma4 attention/shared_kv_states rebuild issue; not the same underlying bug." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer.json discovery bug and Granite token-id regression are both tokenizer-related but not the same concrete failure." + "reason": "Tokenizer repository-file selection bug vs Granite token-ID regression. Both tokenizer-related, but distinct problems." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE memory efficiency during training." + "reason": "Device-map/offload loading failure vs MoE training memory inefficiency. Different code paths and symptoms." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading under Transformers v5 and CLIPTokenizer max-length behavior are unrelated." + "reason": "GGUF loading failure in v5 vs CLIPTokenizer max_length sentinel misuse. No overlap beyond broad tokenizer/model loading." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention-3 training degeneration is not the same as zero-loss classification with num_labels=1." + "reason": "Degenerate training with flash_attention_3 vs zero-loss classification behavior from problem_type/num_labels. Different causes." }, { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Eval-mode gradient checkpointing misuse vs missing supports_gradient_checkpointing flag on a trust_remote_code model." - }, - { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to VL finetuning with multiple images per prompt." + "reason": "Multi-image finetuning failure vs Qwen2.5-VL still-image temporal position-id scaling. Same family, different bug." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "ModelOutput key assignment bug and non-persistent buffer junk are different internals with different effects." + "reason": "Gradient checkpointing eval-mode limitation vs missing supports_gradient_checkpointing flag on a remote-code model variant." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Empty-weights initialization arg mismatch is unrelated to Float8 storage resolution." + "reason": "init_empty_weights argument regression vs Float8 storage lookup TypeError. Not the same defect." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model/config regressions." + "reason": "GGUF loading in transformers v5 vs Llama4Config missing pad_token_id. Different model families and failures." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder padding-mask inconsistency is unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "MIMI padding-mask inconsistency vs Gemma3 sliding-window NaNs. Both batching-related, but unrelated mechanisms." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key bookkeeping." + "reason": "CUDA assert during Qwen3 auto device mapping vs tokenizer regex patch AttributeError. No shared bug." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Multi-image prompt finetuning failure is not the same as Qwen2.5-VL video position-id regression." + "reason": "torch.export/torch_compilable_check failure vs dtype mismatch in inference. Different surfaces and code paths." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "A800 cudaErrorAssert with auto device mapping is unrelated to Mistral tokenizer regex patch crashes." + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized regression. Both v5-related, but not the same problem." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Non-persistent buffer corruption and ModelOutput key handling are separate regressions." + "reason": "Packaging/backend install issue vs PaddleOCR-VL model loading failure in vLLM. Unrelated." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatches in inference." + "reason": "Siglip2 AutoModel/pipeline correctness issue vs Perceiver interpolation failure. Different models and failure modes." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior does not match the init_empty_weights/_is_hf_initialized issue." + "reason": "Both are Transformers v5 loading/init regressions, but one is base_model_prefix handling and the other is custom model initialization. Related theme, not clearly the same bug." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen2.5-VL positional-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge." + "reason": "_is_hf_initialized regression vs dtype mismatch in bf16 inference. Different code paths." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "_is_hf_initialized breakage is a model initialization regression, not a dtype mismatch issue." + "reason": "AyaVision weight-tying failure vs device-dependent lm_head.weight serialization inconsistency. Related area, but not the same concrete issue." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsense results and Perceiver non-default resolution failure are unrelated vision-model bugs." + "reason": "ModelOutput key bookkeeping vs non-persistent buffer junk values. Separate internal bugs." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Both are Transformers v5 compatibility regressions, but one is base_model_prefix loading and the other is custom model initialization; different concrete bugs." + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error. Different models and likely different failure logic." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Pip extras backend packaging is unrelated to loading PaddleOCR-VL in vLLM." + "reason": "Whisper loading/runtime failure vs meta-device loading regression on some models. Same broad class of loading issues, but not the same bug." }, { - "left": "issue:44534", - "right": "issue:43644", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both mention v5-era regressions, but one concerns buffer contents and the other concerns non-persistent buffer junk specifically; not the same artifact." + "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids bug. Both VL-related, but distinct input paths and symptoms." }, { - "left": "issue:44568", - "right": "issue:43421", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "A specific add_special_tokens regression on one tokenizer is not the same as runtime post-processor update behavior." + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure. Unrelated models and mechanisms." }, { - "left": "issue:45020", - "right": "issue:43632", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Remote_code model breakage and _is_hf_initialized handling are different compatibility regressions." + "reason": "Both concern Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids. Similar area, not enough to merge as one bug." } ] }, @@ -3458,15 +3543,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", - "issue:42915", "issue:42947", "issue:43257", "issue:43262", @@ -3474,17 +3557,20 @@ "issue:43317", "issue:43377", "issue:43454", - "issue:43482", + "issue:43526", "issue:43550", "issue:43572", "issue:43606", + "issue:43644", "issue:43701", + "issue:43720", "issue:43746", - "issue:43792", + "issue:43749", "issue:43819", "issue:43873", "issue:43881", - "issue:43957", + "issue:43883", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", @@ -3505,250 +3591,249 @@ "issue:45759", "issue:45800", "issue:45823", - "issue:45834", "issue:45920", "issue:45923" ], "soft_pairs": [ - "issue:43454|issue:44466", - "issue:45325|issue:45834", - "issue:43792|issue:43957", - "issue:42915|issue:43482", + "issue:43644|issue:44079", + "issue:43749|issue:44079", "issue:43296|issue:45800", - "issue:44387|issue:44617", - "issue:43701|issue:45325", "issue:44479|issue:45823", + "issue:35707|issue:40444", "issue:43606|issue:44265", - "issue:43262|issue:43746", - "issue:43881|issue:44488", + "issue:44387|issue:44617", "issue:44291|issue:44877", - "issue:40990|issue:45584", "issue:44568|issue:45920", - "issue:34634|issue:35707", - "issue:43873|issue:45701", + "issue:43881|issue:44488", + "issue:43701|issue:45325", "issue:44186|issue:44265", "issue:43606|issue:43819", - "issue:35707|issue:41720", + "issue:43262|issue:43746", "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:43377|issue:44610", "issue:39692|issue:40444", "issue:43317|issue:43873", - "issue:43377|issue:44898", - "issue:43257|issue:45923", "issue:43454|issue:45072", + "issue:43257|issue:45923", "issue:43572|issue:45759", + "issue:40990|issue:45584", + "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:44466|issue:45357" + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43873|issue:45701", + "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "0effb5cb84a1b0f44a53ebd87a83ecd5bad739755840caa06027a72e3b2f7766", + "prepared_review_unit_hash": "4e7035614f24bebf4f0b274c71ebb93bae3860e29de4d6dbcb17b167d26c916c", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36787, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of mostly unrelated bug reports; the soft pairs share broad themes like loading, offloading, tokenization, or multimodal regressions, but not the same concrete root cause. No soft pair looks safe to merge as a duplicate or same-change match.", - "confidence": 0.89, - "canonical_issue_reason": "If a single issue must represent the set, issue 45920 is the broadest systemic regression: it affects multiple model families, has clear impact, and is the most generally reusable reference point among these otherwise unrelated reports.", + "summary": "These items are mostly unrelated issues that only share superficial subsystem keywords. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it describes a wide tokenizer regression across many models, is open, and has the best chance of being a useful umbrella reference compared with the narrower, model-specific reports here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a generation bug in AyaVision while the other is a serialization inconsistency tied to device state; different concrete failure modes." - }, - { - "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Both are vision/multimodal indexing problems, but they affect different models and different code paths; no evidence they stem from the same bug." - }, - { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are different model-loading problems with different triggers and symptoms." + "reason": "One is about non-persistent buffer initialization in v5; the other is a ModelOutput key assignment bug. Different code paths and failure modes." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "FineGrainedFP8Config failure and GGUF loading failure are unrelated quantization/loading issues." + "reason": "FSDP CPU RAM-efficient loading is a loading/dispatch problem, while the other is about ModelOutput key handling. Not the same bug." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "These are different compatibility problems: one is a vLLM/PaddleOCR-VL load failure, the other is a torch/transformers version incompatibility." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention OOM/memory, but one is a general int4 quantization reserved-memory regression and the other is a specific model running out of memory." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL RoPE position-id bug." + "reason": "Model loading in vLLM vs a Torch/Transformers version incompatibility. Related to loading, but clearly different root causes." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression for Qwen VL models and Gemma4 PLE device mismatch are different forward-pass bugs in different models." + "reason": "Both are multimodal regressions, but one is a video-input regression in Qwen variants and the other is a device-mismatch bug in Gemma4 PLE. Different fixes." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate audio/model-loading issues." + "reason": "CPU offload device mismatch for a model is not the same as torch.export failing on torch_compilable_check." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different models, different load failures, and no shared concrete failure mechanism." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is SAM3Video running out of memory. Different causes." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument with init_empty_weights is a constructor/load API issue, while strict config rejection is a config-schema problem." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated inference bugs." + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a constructor/init bug, not the same as strict config loading for granite_speech." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "One is a missing BOS/EOS addition for a specific tokenizer; the other is a broader wrong-token-IDs regression across multiple tokenizers." + "reason": "Both are tokenizer regressions, but the specific models, symptoms, and API paths differ. Too broad to treat as one bug." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Bark voice preset handling and progressive generation with inputs_embeds/past_key_values are unrelated features." + "reason": "Two separate model-loading failures for different models with no shared concrete mechanism shown." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Offloading/quantization behavior and version-dependent tokenization are different subsystems and failure modes." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position id scaling." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding is unrelated to export failures involving torch_compilable_check." + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark and DAC latent/forward mismatch are different models and different bugs." + "reason": "CPU offload/device mismatch is not the same as DAC.from_latents not matching forward due to missing STE." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Inputs_embeds generation and Qwen3 auto device-map CUDA asserts are not the same code-path problem." + "reason": "Audio processor sampling-rate defaulting and PEFT adapter checkpoint loading are separate issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but one is a CUDA assert with Qwen3 and the other is a Gemma4 PLE device mismatch; not the same bug." + "reason": "Both involve device placement, but one is a Qwen auto-mapping assert on A800 and the other is Gemma4 PLE forward mismatch. Different failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying/serialization and torch.compile+SDPA failure are unrelated issues." + "reason": "Tied lm_head weights causing garbage generation is unrelated to a Bamba SDPA compile failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo producing the wrong input resolution." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc-example model/processor mismatch and Qwen2.5-VL finetuning with multiple images are different problems." + "reason": "Documentation example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offload/quantization, but one is a dequantized model load failure on gpu+cpu offload and the other is a broader offloading regression; insufficient evidence of the same root cause." + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broader quantization offload behavior report." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "MIMI padding-mask batching bug and Perceiver non-default resolution failure are different model-specific shape/vision issues." + "reason": "Different model families and different bugs: tied weights/generation versus bf16 dtype mismatches." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and missing supports_gradient_checkpointing on a trust_remote_code model are unrelated load/config issues." + "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "AyaVision tied-weight generation issue and dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + "reason": "Missing pad_token_idx in a config class is not the same as not unwrapping text_config in composite multimodal configs." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different configuration issues." + "reason": "Padding-mask batching bug in MIMI encoder is unrelated to Perceiver non-default resolution failures." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model evaluation task and gradient checkpointing ineffectiveness with LoRA are unrelated." + "reason": "High perplexity on a model benchmark is unrelated to gradient checkpointing with PEFT LoRA." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but one is lm_head weight inconsistency by device and the other is incorrect visual encoder keys for Qwen3.5; not the same fix." + "reason": "Both are serialization-related, but one concerns lm_head weight serialization while the other concerns incorrect visual encoder keys in Qwen3.5. Not the same fix." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight generation corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are completely different issue classes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to strict config loading for granite_speech." } ] }, @@ -3770,21 +3855,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:34634", + "issue:35707", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43296", "issue:43316", "issue:43317", "issue:43322", "issue:43404", "issue:43450", - "issue:43454", "issue:43526", "issue:43550", "issue:43577", @@ -3794,7 +3879,6 @@ "issue:43749", "issue:43873", "issue:43881", - "issue:43883", "issue:44008", "issue:44186", "issue:44387", @@ -3802,8 +3886,6 @@ "issue:44479", "issue:44534", "issue:44610", - "issue:44671", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -3812,6 +3894,7 @@ "issue:44977", "issue:44991", "issue:45072", + "issue:45081", "issue:45161", "issue:45357", "issue:45406", @@ -3819,269 +3902,263 @@ "issue:45684", "issue:45701", "issue:45704", + "issue:45812", "issue:45823" ], "soft_pairs": [ - "issue:43526|issue:43883", - "issue:43454|issue:43720", - "issue:43749|issue:44534", - "issue:41720|issue:43322", "issue:43881|issue:44991", - "issue:43296|issue:44877", "issue:41720|issue:44977", "issue:44008|issue:45823", - "issue:42617|issue:42915", - "issue:40990|issue:45701", "issue:43404|issue:45357", - "issue:44186|issue:45072", "issue:45632|issue:45684", + "issue:34634|issue:35707", + "issue:35707|issue:41720", "issue:43577|issue:43708", - "issue:44387|issue:45704", + "issue:44186|issue:45072", + "issue:42617|issue:42915", "issue:44423|issue:45406", - "issue:43873|issue:44756", - "issue:36331|issue:42617", "issue:44877|issue:44991", "issue:43550|issue:43720", - "issue:36331|issue:42915", "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43749|issue:44534", "issue:44610|issue:44898", + "issue:36331|issue:42617", + "issue:43873|issue:44756", "issue:44186|issue:44610", - "issue:44479|issue:44918", - "issue:41720|issue:42617", "issue:43550|issue:43606", - "issue:43316|issue:44913", + "issue:44387|issue:45704", + "issue:44479|issue:44918", "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:41720|issue:43322", "issue:43295|issue:45701", + "issue:40990|issue:45701", "issue:41720|issue:45161", - "issue:43526|issue:43881", - "issue:44671|issue:44743" + "issue:45081|issue:45812", + "issue:41720|issue:42617", + "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "dc525243b0ba7a56c2544a691fc2f3adb2c68022740f65cd72cae25995e216a5", + "prepared_review_unit_hash": "b4e442bf533559dd2033e8dc495dd934b1897b68df74afec588bbcd88e3123a4", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37608, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of Transformers bug reports, mostly around model loading, offloading, quantization, multimodal processors, and a few trainer/config regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These are not duplicates; the cluster is a heterogeneous mix of unrelated model-loading, tokenizer, training, processor, and multimodal regressions. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs in tokenization, loading/offload, training, and multimodal processors. None of the issues clearly subsumes the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest and most central report in the cluster: it is open, has inbound references, and covers the shared offloading/quantization failure mode that several other issues only loosely resemble.", + "best_issue_reason": "No global best issue for deduplication. Issue 41720 is only a weak topical anchor for a few loading/offload reports, but it is too specific to serve as a universal target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: one is a BeitImageProcessorFast label-reduction bug, the other is a Molmo tied-weights attribute error." + "reason": "Different failures: glm-4v-9b model loading vs tokenizer regression for EMBEDDIA/est-roberta." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Different model paths and failures: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both mention loading/runtime stability, but the concrete problems differ: FSDP CPU RAM-efficient loading vs non-persistent buffers being filled with junk." + "reason": "Gemma3n forward variable collision is a different bug than Gemma4 PLE device mismatch." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Unrelated symptoms and models: Qwen3 auto device mapping CUDA assert vs Llava Next segmentation fault." + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key save/load regression." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Different scope: a specific glm-4v-9b load failure vs a tokenizer-loading regression for EMBEDDIA/est-roberta." + "reason": "Both touch model saving/loading, but one is a cache-path collision and the other is read-only permission propagation." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Different root causes: PaddleOCR-VL load failure in vLLM vs strict config blocking granite_speech config loading." + "reason": "Bark voice_preset issue is unrelated to the progressive generation inputs_embeds/past_key_values bug." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both involve Qwen3.x, but one is an auto device mapping CUDA assert and the other is a flash-attention generation bug." + "reason": "Progressive generation failure and Qwen3 auto device-map CUDA assert are different code paths." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both are Gemma-related multimodal issues, but one is a variable-name collision in Gemma3nModel.forward and the other is a PLE device mismatch in Gemma4." + "reason": "BLIP2 dtype loading mismatch is unrelated to Trainer resume/max_steps calculation." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Different failure modes and models: 3d_parallel.py execution problem vs Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "The titles are too general to match: high perplexity on GPT-OSS/WikiText-2 vs a broad tokenization-version complaint." + "reason": "3d_parallel.py startup failure is a different issue than Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both concern multimodal weight handling, but one is untied lm_head weights in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys on save_pretrained for Qwen3.5." + "reason": "Continuous-batching multimodal crash and Gemma4Processor _tokenizer AttributeError are different bugs." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different classes of bugs: tokenizer crashes on NER/batched padding vs dtype mismatches in SwitchTransformers and TimmWrapperModel under bf16 inference." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code; the other is save_pretrained copying read-only permissions." + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight unpacking issue are different model-loading problems." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Different problems: Blip2 dtype not propagating to submodules vs resume_from_checkpoint miscomputing max_steps after batch-size changes." + "reason": "Video processor batched-shape bug is unrelated to a version-dependent tokenization change report." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both mention memory, but one is int4 quantization OOM in Transformers 5.x and the other is a T5 RMSNorm memory leak from apex." + "reason": "Trainer compute_loss API break is unrelated to Qwen3Moe FP8 loading failure." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Both are serve-related multimodal crashes, but the concrete errors differ: AttributeError on str.to vs Gemma4Processor missing _tokenizer." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are both loading-related but not the same root cause." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Related offloading/memory theme, but not the same bug: general quantization offloading behavior vs a Strix Halo mmap OOM workaround." + "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation failure affect different vision paths." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Completely different areas: Trainer.compute_loss signature regression vs a 3d_parallel.py runtime failure." + "reason": "Unexpected compute_loss kwarg is a Trainer API issue, not a distributed script/runtime failure." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Different kinds of loading regressions: strict config rejection vs tokenizer loading failure for a specific model." + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are platform-specific memory issues with different causes." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Different concrete failures: Bamba torch.compile with SDPA vs BitNet packed-weight unpacking during accelerate loading." + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor output-size mismatch are different preprocessing bugs." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Unrelated trainer API breakage vs Qwen3Moe FP8 loading failure." + "reason": "Bamba compile/SDPA failure is unrelated to Bark CPU offload device mismatch." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Video processor batched-shape bug does not match a broad tokenization version-change report." + "reason": "Int4 quantization OOM and T5 apex RMSNorm leak are different memory problems in different stacks." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Both are image-size/preprocessing issues, but the models and root causes differ: OmDet-Turbo processor output size mismatch vs Perceiver interpolation failure." + "reason": "Video-input regression for Qwen3.5 variants is unrelated to SFT trainer input-embedding unpacking." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Different domains: LayoutLMv2 tokenizer crash on NER/batched padding vs OmDet-Turbo processor producing the wrong image resolution." + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are distinct loading/offload bugs." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both involve Qwen3.5-family issues, but one is a video-input regression and the other is unpacking Qwen3.5 input embeddings with trl SFT trainer." + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:43322", "accept": false, - "reason": "Different models and failure surfaces: Qwen3 device-mapping CUDA assert vs inability to run 3d_parallel.py." + "reason": "Qwen3 auto device-map assert and Llava Next segmentation fault are different models and failure modes." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Both are device/compile-related, but one is Bamba SDPA under torch.compile and the other is bark-small CPU offload device mismatch." + "reason": "processor.tokenizer regression and tokenization changes are both version-related, but not the same concrete bug." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Different API issues: Gemma3TextConfig discrepancy vs GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "High perplexity on GPT-OSS is unrelated to a tokenization regression report." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Different loading failures: Qwen3Moe FineGrainedFP8Config vs dequantized model failing with device_map=auto on GPU+CPU offload." + "reason": "Auto device-mapping CUDA assert is not the same as GPT-OSS MoE tensor-parallel failure." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "A regression in processor.tokenizer/image handling is unrelated to a generic tokenization-version complaint." + "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong IDs are different tokenizer bugs." }, { "left": "issue:41720", - "right": "issue:45161", + "right": "issue:42617", "accept": false, - "reason": "Both touch Qwen/GPT-OSS-style MoE topics, but one is a CUDA assert on auto device mapping and the other is a TP-only problem with GPT-OSS MoE." + "reason": "Qwen3 auto device-map loading failure and 3d_parallel.py runtime failure are different distributed issues." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs glm-4v-9b model loading failure." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "Both are Qwen-related language-model bugs, but one is CamemBERT masked-LM predictions and the other is recurrent-state reset behavior in modular_qwen3_5.py." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b model loading failure." } ] }, @@ -4103,14 +4180,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:29159", "issue:30064", - "issue:33357", "issue:34567", "issue:34634", "issue:35707", "issue:36010", + "issue:36032", "issue:41720", "issue:42490", "issue:42617", @@ -4138,264 +4216,241 @@ "issue:44509", "issue:44514", "issue:44545", - "issue:44625", + "issue:44671", + "issue:44743", "issue:44898", "issue:44991", "issue:45059", "issue:45072", - "issue:45081", "issue:45357", - "issue:45381", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", "issue:45759", "issue:45812" ], "soft_pairs": [ - "issue:45081|issue:45812", "issue:43531|issue:43572", "issue:43540|issue:43782", "issue:36010|issue:42617", + "issue:44671|issue:44743", "issue:43421|issue:45812", "issue:44186|issue:44361", - "issue:42915|issue:43322", - "issue:43388|issue:45059", "issue:45406|issue:45464", - "issue:33357|issue:35707", - "issue:43421|issue:45701", + "issue:29159|issue:36032", "issue:43606|issue:43720", - "issue:41720|issue:43746", "issue:30064|issue:34634", "issue:43550|issue:43653", + "issue:43421|issue:45701", "issue:44492|issue:44509", - "issue:43873|issue:45704", + "issue:42915|issue:43322", + "issue:43388|issue:45059", "issue:44514|issue:44545", "issue:43606|issue:43653", - "issue:42490|issue:43329", "issue:43531|issue:45759", - "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:43421|issue:43927", - "issue:44625|issue:45479", "issue:44368|issue:45357", + "issue:42490|issue:43329", + "issue:41720|issue:43746", "issue:44898|issue:45072", - "issue:43782|issue:45381", - "issue:44451|issue:44991" + "issue:44451|issue:44991", + "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "f06099e90e732cb1aedd024ea9552bf398c0abb5bd60ea234476addc5ae4c003", + "prepared_review_unit_hash": "ab62cfb23d931fbce6c069238f9c57d416e5e7351b4963325aadcd8963e06ce0", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35070, + "estimated_input_tokens": 8768, + "estimated_eval_tokens": 17792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated. The only likely duplicate in this packet is issue:44514 / issue:44545: they have identical titles and very similar timing, so 44514 is the best canonical issue, but the packet only supports a conservative title-level duplicate call.", + "summary": "Mostly false-positive similarity matches across unrelated bugs, models, and subsystems. Only the two Qwen2_5_VLProcessor.apply_chat_template reports look like the same duplicate bug; all other soft pairs should stay separate.", "confidence": 0.92, - "canonical_issue_reason": "issue:44514 is the earlier of the two near-identical reports, and both items share the same crash title, making it the best canonical issue candidate on the evidence shown.", + "canonical_issue_reason": "issue:44514 is the cleanest duplicate anchor in the set: it has the same exact failure as issue:44545 and the title is already specific about the crashing code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest issue candidate because it is the earlier report in the likely duplicate pair and the titles match exactly; the packet does not provide stronger body-level proof.", + "best_issue_reason": "issue:44514 is the best issue candidate because it is the clearest concrete duplicate target for the only confirmed soft edge and its title precisely names the failing API and condition.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Different tokenizer bugs in different models: Mistral regex patch crash vs Granite token ID regression." - }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated config issues: Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx." + "reason": "Both are config-related, but one is Qwen3-MoE sliding_window behavior and the other is StableLm pad_token_idx after v5; different models and bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen3 multimodal failures with different symptoms and code paths." + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; not the same code path." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different model behaviors and fixes." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime tokenizer post-processor updates are not the same bug as Granite token ID regression." + "reason": "Both are tokenizer issues, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; not the same bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer crashes affecting different models and tasks." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are distinct issues." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Different bugs: metric gathering label truncation vs SAM3 text/bounding-box behavior." + "reason": "Different tokenizer classes and failure modes: LayoutLMv2 NER/padding crashes versus MLuke task AttributeError." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failure." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Serve crashing on missing _tokenizer is not the same as Qwen3.5 streaming inference failure." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Broad tokenization-version behavior is not the same as a specific post-processor update bug." + "reason": "Slow/fast tokenizer inconsistency is a broad parity issue; T5Tokenizer add_special_tokens conflict is a specific class-method naming bug." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different failure mechanisms." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3 auto-device-map cuda assert is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Both are loading/offload related, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different mechanisms." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and Bark voice_preset handling are unrelated." + "reason": "An image-segmentation processor bug and BarkProcessor voice_preset bug are unrelated processor failures." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile SDPA failure in Bamba and tokenizer mask-token registration in BigBird are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processing and general tokenization changes after version bumps are not the same underlying defect." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is not the same as stale docs for removed pipeline tasks." + "reason": "A typo in cache-strategy docs and stale docs for removed pipeline tasks are different documentation issues." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Llava Next segmentation fault are different model/loading problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Metric-gather label truncation and SAM3 text/box behavior are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "The titles are identical and the reports are adjacent, so they very likely describe the same crash; the packet only supports a conservative duplicate call." + "reason": "Exact same title and same crash condition in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different subsystems and failure modes: CPU offload device mismatch vs tokenizer special-token registration." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Trailing-slash import warning is unrelated to an undefined helper in multimodal token counting." + "reason": "CPU offload device mismatch for Bark-small and tokenizer special-token registration for BigBird do not share a code path." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same as from_config failing to unwrap text_config." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping errors are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter issues are unrelated to generation with inputs_embeds and past_key_values." + "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different training vs generation issues." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer backend post-processor updates and DiaConfig save/load token IDs are different bugs." + "reason": "One is runtime post-processor updates; the other is save/load persistence of custom token IDs in DiaConfig." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Config propagation of num_labels is not the same as degenerate zero loss with num_labels=1." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "A tie_word_embeddings warning is unrelated to incorrect visual encoder keys during save_pretrained." + "reason": "A trailing-slash import warning and an undefined-variable bug in multimodal token counting are unrelated." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches are distinct failures." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech local checkpoint loading with PEFT adapters are different failures." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Qwen3VL weight_only loading error and qwen2.5-vl video vision_position_ids bug are different code paths." + "reason": "Perceiver positional-encoding failure and dtype mismatch in bfloat16 inference are different bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading regressions affecting different models." + "reason": "Both are tokenizer-loading reports, but they affect different model families with different symptoms and likely different root causes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5/apex RMSNorm memory leak are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair conclusion for issue:44514 / issue:44545 is plausible from the titles, but the writeup overstates what is supported by the packet. Phrases like \"precise repro,\" \"narrow code path,\" and \"exact duplicate\" imply body-level evidence that is not shown here. Keep the conclusion more conservative: the titles are nearly identical and the pair looks very likely to be the same bug, but the packet alone does not prove the full repro details." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:44514 vs issue:44545, is an exact-title duplicate with matching failure mode, and the other soft matches are reasonably explained as different bugs or subsystems. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4411,33 +4466,31 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", "issue:36010", "issue:39692", - "issue:40444", "issue:41720", "issue:42886", - "issue:42915", "issue:43381", "issue:43421", "issue:43525", "issue:43531", "issue:43540", "issue:43596", - "issue:43618", "issue:43653", - "issue:43697", "issue:43720", - "issue:43746", + "issue:43782", "issue:43819", "issue:43844", "issue:43873", "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44220", "issue:44451", @@ -4453,6 +4506,8 @@ "issue:45042", "issue:45081", "issue:45356", + "issue:45381", + "issue:45479", "issue:45588", "issue:45663", "issue:45704", @@ -4462,252 +4517,238 @@ "issue:45923" ], "soft_pairs": [ - "issue:44077|issue:44625", "issue:44987|issue:45042", + "issue:33666|issue:35707", "issue:45759|issue:45859", "issue:43531|issue:44589", - "issue:39692|issue:44610", "issue:44062|issue:44451", + "issue:39692|issue:44610", "issue:45704|issue:45923", - "issue:43421|issue:43653", "issue:45588|issue:45759", "issue:45663|issue:45923", - "issue:44918|issue:44936", + "issue:43421|issue:43653", "issue:42886|issue:44843", + "issue:44918|issue:44936", "issue:43381|issue:43844", "issue:43421|issue:44186", - "issue:43994|issue:44671", - "issue:45704|issue:45859", + "issue:43782|issue:45381", "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", "issue:45081|issue:45356", - "issue:41720|issue:45704", - "issue:43746|issue:43873", "issue:39692|issue:43873", - "issue:40444|issue:43746", + "issue:44625|issue:45479", + "issue:43994|issue:44671", "issue:45356|issue:45907", "issue:43596|issue:44220", - "issue:42915|issue:43746", "issue:43720|issue:43819", "issue:43540|issue:44008", "issue:44220|issue:44661", "issue:30064|issue:36010", - "issue:43653|issue:43720", - "issue:43618|issue:43697" + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "a40f43c9a5ba1917d9ca968e9bb5a156e672bfe1cbef09e806c3fa04ddfb9df9", + "prepared_review_unit_hash": "63b28970e0842a645e9efd82cbaf3ea80f8acb6a8304c5c1d3e8c3bf4848f4b3", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36639, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "soft_pair_count": 29, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformer bugs and regressions; the soft pairs mostly share only broad subsystem or keyword similarity, not the same concrete failing code path. I did not find any pair that should be merged as duplicates.", + "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-similarity pairs mostly share broad subsystems or keywords, but they do not describe the same underlying bug or fixable code path, so no duplicate cluster emerges.", "confidence": 0.92, - "canonical_issue_reason": "issue:44843 is the clearest, most actionable bug report here: it names a specific failing path (_patch_mistral_regex), an explicit offline-mode regression, and a reproducible symptom.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone issue in the set because it is narrowly scoped, reproducible, and points to a concrete code path with a likely fix surface.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Different model families and failures: PatchTSMixer post-init handling vs Qwen3.5 config propagation." + "reason": "Different failures: one is a model-loading regression for a specific repo, the other is PIL image processors wrongly requiring torchvision." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "One is a model-loading regression; the other is an image-processor torchvision dependency issue." + "reason": "Unrelated domains: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen 3.x, but one is config unwrapping for from_config and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Both involve Qwen 3.5/3.6, but one is config unwrapping for from_config and the other is CPU offload compatibility in rotary embedding; different bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated symptoms: sliding-window behavior in Qwen3-MoE vs a Float8 storage loading error." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both are multimodal/image-adjacent, but one is SigLIP2 docs/example errors and the other is an OmDet-Turbo processor/model size mismatch." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage import/load failure." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer construction error vs a specific model-load failure for ScandiBERT; no shared failing path is evident." + "reason": "A tokenizer API argument collision is not the same as a model loading failure for ScandiBERT." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "T5 RMSNorm/apex leak is unrelated to a trust_remote_code gradient-checkpointing flag omission." + "reason": "Both mention processor/model mismatches, but one is doc example errors and quantization, the other is an image size mismatch in OmDet-Turbo." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Both touch tokenizer special tokens, but one is a backend post-processor update bug and the other is a BigBirdTokenizer registration/decode issue." + "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention s_aux handling is unrelated to Qwen config unwrapping." + "reason": "Flash-attention sink handling and Qwen config unwrapping are different code paths and symptoms." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is a different training-path failure than the Nemotron gradient-checkpointing flag issue." + "reason": "Gemma-4 FSDP2 KeyError in attention is unrelated to a missing gradient-checkpointing flag." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Both involve trainer workflows, but one is SFT embedding unpacking and the other is evaluate-after-train state handling." + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline/tokenizer loading, but one is cache loading in offline mode and the other is an unconditional model_info call in _patch_mistral_regex." + "reason": "Both mention offline mode, but one is cache loading failure and the other is an unconditional model_info() call in a mistral-regex patch; not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related, but one is unpacking Qwen3.5 input embeddings in SFT trainer and the other is evaluate() failing after train()." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient explosion." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to abnormal gradient growth under ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Shared tokenizer theme only; the concrete bugs are different (runtime special-token updates vs LayoutLMv2 NER/padding crashes)." + "reason": "General tokenizer special-token update behavior is different from LayoutLMv2Tokenizer crashes on NER/batched padding." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different models and outcomes: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to Qwen rotary embedding CPU-offload behavior." + "reason": "A T5 RMSNorm memory leak and Qwen rotary embedding offload compatibility are distinct issues." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Both are Qwen-related, but one is a missing pad_token_id attribute and the other is a sliding_window issue." + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cudaErrorAssert are unrelated." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve fix_mistral_regex, but one is an AttributeError crash while the other is a codec-handling regression with a warning issue." - }, - { - "left": "issue:41720", - "right": "issue:45704", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5/apex RMSNorm memory leak." + "reason": "Both involve tokenizer regex/fix_mistral_regex, but one is a crash in patching backend_tokenizer and the other is a Kimi-K2.5 codec-handling regression; not the same concrete bug." }, { - "left": "issue:43746", + "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "PEFT local-checkpoint loading failure is not the same bug as quantization offloading behavior." + "reason": "Doc-example/model mismatch and a quantization-offloading bug are too broad to be duplicates." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "SigLIP2 doc/example errors and quantization offloading problems are different issue classes." + "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to a generic single-label classification zero-loss issue." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to PEFT-adapter local checkpoint loading." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction errors." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files revision forwarding." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed zero3/BertModel indexing error is unrelated to the audio fbank feature extraction issue." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are different model-path bugs." + "reason": "Zero-3/BertModel indexing failure is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents / missing STE mismatch." + "reason": "Packed-weight loading in BitNet is a different problem from DAC.from_latents mismatching forward due to missing STE." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is unrelated to Gemma 3n audio_mel_mask variable collision." + "reason": "Video input processing in Qwen3OmniMoe and Gemma 3n variable-name collision are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + "reason": "Audio feature extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different areas and bugs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation map processing failure and a GenerationMixin import error do not share the same code path." + "reason": "Void segmentation map processing is unrelated to a GenerationMixin import error." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated issues." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output differences in v5." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." } ] }, @@ -4729,268 +4770,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:30064", - "issue:36331", "issue:39692", - "issue:41720", + "issue:42915", "issue:43295", "issue:43322", "issue:43335", + "issue:43388", "issue:43421", "issue:43531", "issue:43540", "issue:43550", "issue:43577", + "issue:43618", "issue:43643", "issue:43653", + "issue:43697", "issue:43716", + "issue:43746", "issue:43756", "issue:43782", "issue:43818", "issue:43819", "issue:43825", + "issue:43873", "issue:43950", "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44448", "issue:44488", - "issue:44561", + "issue:44625", "issue:44671", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44977", - "issue:44991", - "issue:45020", "issue:45072", "issue:45081", - "issue:45084", "issue:45183", "issue:45381", "issue:45479", "issue:45584", "issue:45685", "issue:45834", - "issue:45987" + "issue:45987", + "issue:46032" ], "soft_pairs": [ + "issue:43618|issue:43697", + "issue:43388|issue:46032", "issue:45183|issue:45479", - "issue:43295|issue:45834", + "issue:44077|issue:44625", + "issue:42915|issue:43746", "issue:43335|issue:43756", "issue:43716|issue:44008", + "issue:43295|issue:45834", "issue:43550|issue:45072", "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:43746|issue:45381", "issue:43950|issue:45987", - "issue:44062|issue:44488", - "issue:43322|issue:45685", "issue:44186|issue:44898", "issue:44843|issue:45081", "issue:43653|issue:43819", + "issue:44062|issue:44488", "issue:43643|issue:44877", - "issue:43421|issue:44811", - "issue:43577|issue:43818", "issue:43540|issue:45381", - "issue:43782|issue:44977", "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43421|issue:44811", "issue:44448|issue:44671", "issue:45584|issue:45834", + "issue:43322|issue:45685", "issue:39692|issue:45834", - "issue:43825|issue:43994", - "issue:44561|issue:45020", - "issue:30064|issue:36331", - "issue:41720|issue:44991", - "issue:44821|issue:45084" + "issue:43825|issue:43994" ], - "prepared_review_unit_hash": "ff8cb69162c4eec612d7a438b59867e19c8dfc4e7bfdc671cdc1ebfeeba13f1c", + "prepared_review_unit_hash": "5aedc497dbeeced8e89d70ef0cb163ddca02d3826265a32a15f4bbb359f6eb05", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35290, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly heterogeneous model- or subsystem-specific regressions, not true duplicates. I would reject every soft pair; the closest umbrella issue in the set is the broad remote_code regression report, but even that is only a loose representative, not a duplicate of the others.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it covers recent-version regressions affecting remote_code models, which is the closest common thread among a few tokenizer/config-loading reports.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem or keyword similarity, not the same underlying bug/change. All soft edges should be rejected and there is no clear duplicate anchor.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because these reports cover unrelated bugs across different models, configs, tokenizers, and runtime paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the most general and likely to gather related remote_code breakages, even though the rest of the cluster is too diverse to be a single duplicate set.", + "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to justify one canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failure modes: missing attentions assignment vs changed RTDetr outputs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both are inference/eval correctness bugs, but they hit different code paths and artifacts." + }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Different bugs: input validation error messaging vs a sequence-classification zero-loss regression." + "reason": "One is input validation logic; the other is a degenerate classification loss condition." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated models and issues: patchtsmixer post-init policy vs Qwen3.5 label propagation." + }, + { + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Different domains entirely: FP8 config handling vs Blip2 dtype loading." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-specific issues." + "reason": "Sparse-layer construction bug vs RoPE layer retention bug; not the same defect." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 dtype mismatch and Gemma3n variable-name collision are different failure modes in different code paths." + "reason": "Both involve multimodal models, but the reported root causes are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR input index error; different problems." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both are model/runtime regressions, but they affect different models and different mechanisms (SDPA compile vs dtype mismatch)." + "reason": "SDPA/torch.compile failure is not the same as a bfloat16 dtype mismatch." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE parity." + "reason": "Distinct code paths and symptoms: compile-time SDPA issue vs DAC latent/forward mismatch." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "from_pretrained buffer corruption and StaticCache.get_seq_length returning a tensor are separate API regressions." + "reason": "Model loading with PEFT adapters is unrelated to quantization offloading behavior." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to loading cjvt/sleng-bert." + "reason": "Different bugs in different models: dtype loading vs video position ids." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram-on-int error are unrelated." + "reason": "Non-persistent buffer corruption is unrelated to cache length return type." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crashes and Perceiver image-size failures are different model-specific bugs." + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution failures." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline hub call bug and the other is a backend_tokenizer attribute crash; not the same underlying defect." + "reason": "Both touch Mistral regex handling, but one is offline hub access and the other is a tokenizer attribute crash." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC STE mismatch are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and granite_speech strict-config loading are not the same concrete bug." + "reason": "Tokenizer special-token registration bug vs DAC latent conversion mismatch." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens behavior are distinct tokenizer issues." + "reason": "AddedToken argument collision is unrelated to the sleng-bert loading failure." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Blip2 dtype preservation and Video-LLaVA temporal-attention/shared-weight problems are unrelated." + "reason": "Both are config-loading related, but they describe different strictness/field-preservation bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video inputs, but Qwen3OmniMoe ValueError and qwen2.5-vl vision_position_ids are different bugs." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are separate failures." + "reason": "Same broad family (video inputs) but different models and concrete failures." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Version-specific output changes for different models do not indicate the same underlying bug." + "reason": "Same model family, but weight_only load failure and flash-attention generation failure are distinct bugs." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR index errors are unrelated." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/weight sharing are unrelated." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Documentation/example errors for SigLIP2 do not match Kosmos2.5 long-input indexing failures." + "reason": "Runtime post-processor refresh bug vs Whisper batch_decode skip_special_tokens issue." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Pipeline error-message wording and SigLIP2 nonsensical outputs are unrelated." + "reason": "Both are v4/v5 regression reports, but for different models and outputs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "44561 is a specific trust_remote_code regression caused by a removed helper; 45020 is a broader umbrella report, but not the same concrete bug." + "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 long OCR indexing." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "ImageProcessor void-segmentation-map failure and CustomTrainer compute_loss signature breakage are unrelated." + "reason": "Segfault on Llava Next loading is unrelated to MPS histogram int support in MoE." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "SigLIP2 docs errors and Kosmos2.5 OCR indexing are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "AutoImageProcessor URL loading and non-template-node compilation errors are different issues." + "reason": "Pipeline error-message regression is not the same as SigLIP2 nonsensical outputs." } ] }, @@ -5012,25 +5068,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:28218", + "issue:29159", + "issue:30064", "issue:34634", "issue:36010", "issue:36331", "issue:42175", "issue:43262", - "issue:43329", + "issue:43404", + "issue:43452", "issue:43526", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43650", "issue:43653", "issue:43697", "issue:43720", "issue:43742", - "issue:43749", "issue:43782", "issue:43819", "issue:43825", @@ -5038,256 +5096,258 @@ "issue:43906", "issue:44060", "issue:44186", - "issue:44291", "issue:44368", "issue:44442", "issue:44479", "issue:44485", "issue:44509", - "issue:44554", + "issue:44561", "issue:44610", "issue:44671", "issue:44805", + "issue:44821", "issue:44857", "issue:44912", "issue:44936", + "issue:44991", "issue:45020", "issue:45072", "issue:45081", - "issue:45325", + "issue:45084", "issue:45406", - "issue:45459", - "issue:45600", + "issue:45538", "issue:45701", - "issue:45803", "issue:45834" ], "soft_pairs": [ - "issue:43644|issue:43749", - "issue:44186|issue:44442", + "issue:44561|issue:45020", + "issue:30064|issue:36331", + "issue:44821|issue:45084", "issue:44485|issue:44509", "issue:44479|issue:45834", "issue:43606|issue:45072", - "issue:43577|issue:43582", "issue:43825|issue:43827", - "issue:44805|issue:44936", + "issue:44186|issue:44442", "issue:34634|issue:36010", - "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:28218|issue:29159", "issue:44610|issue:45072", - "issue:43782|issue:45325", + "issue:43452|issue:44991", "issue:43720|issue:45072", "issue:42175|issue:45081", - "issue:43749|issue:44291", + "issue:43404|issue:43782", "issue:43650|issue:43906", "issue:45081|issue:45406", + "issue:44671|issue:45701", "issue:43582|issue:44857", "issue:44060|issue:44368", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:43526|issue:44554", - "issue:34634|issue:36331", - "issue:45459|issue:45803", - "issue:43329|issue:45600", + "issue:45084|issue:45538", "issue:43742|issue:45020", "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "0f311b30d34efcc0c6b393942136dda291b94bca6c6023720d4170d57cf6dae1", + "prepared_review_unit_hash": "b0c661ebd568cce61a66f2af601809bad607ffd5a3bdf9f9e5feafaf69becbe0", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35616, - "estimated_input_tokens": 8904, - "estimated_eval_tokens": 18064 + "serialized_chars": 35905, + "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 Transformers issues. No soft edge looks like a true duplicate with the same concrete bug path; the closest pair is the v5 pipeline-removal messaging/docs pair, but I\u2019d still keep it split.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43825 is the most self-contained, actionable bug report in the set: a concrete runtime regression in the error message around removed pipeline tasks.", + "summary": "Most candidate pairs are unrelated despite superficial topical similarity. The only clear duplicate-style pair is the tokenizer added-token spacing / slow-vs-fast inconsistency report.", + "confidence": 0.71, + "canonical_issue_reason": "issue:28218 is the clearest representative of the one true duplicate pair: it states the concrete tokenizer spacing bug directly and is open with inbound references, while issue:29159 reads like the same slow/fast tokenizer inconsistency from a different angle.", "canonical_pr_reason": null, - "best_issue_reason": "43825 is the best representative issue because it is specific and reproducible; most other items are broader environment/model regressions or unrelated subsystems.", + "best_issue_reason": "issue:28218 is the best issue to keep as the primary tracker because it is specific, actionable, and matches its paired duplicate closely; the rest of the set is too heterogeneous to serve as a single canonical cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both concern loading/runtime behavior, but they are different failures: junk non-persistent buffers in v5 vs broken FSDP CPU RAM efficient loading." + "reason": "Both mention remote_code breakage, but 45020 is a broad umbrella report while 44561 is a specific helper-removal regression; not clearly the same underlying bug." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different tokenizer paths and failures: LayoutLMv2 NER/padding crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Image segmentation-map processing and CustomTrainer compute_loss are unrelated subsystems and failure modes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different problems with no shared code path." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "One is a GLM-5 RoPE implementation discussion, the other is docs still mentioning removed pipeline tasks; not the same bug/change." + "reason": "GLM-5 RoPE implementation and docs referencing removed pipeline tasks are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: video-input regression for Qwen VL models vs Kosmos2.5 OCR index error." + "reason": "Both concern vision/audio-style inputs, but they target different models and distinct indexing/regression failures." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are inference/load-time issues, but device mismatch on Bark CPU offload is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon warmup TypeError are separate bugs in different code paths." + "reason": "CPU-offload device mismatch and bfloat16 dtype mismatch are different bugs even if both are inference-related." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "They are related by the v5 pipeline removals, but one is an error-message bug and the other is a docs cleanup; not the same concrete artifact." + "reason": "Both are about v5 pipeline removals, but one is a runtime error message and the other is stale documentation; related, not the same bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Different failures: mask/index shape mismatch vs trainer.evaluate() breaking after training." + "reason": "NER/batched-padding tokenizer crashes and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "CamemBERT masked-LM regression and a general tokenization-change report are not the same underlying bug." + "reason": "Mask/index shape mismatch during model use and trainer.evaluate() failing after train() are different symptoms with no clear shared code path." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer behavior bug: added tokens/slow-vs-fast tokenizer behavior causes an extra space or inconsistent spacing after token insertion." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatch in other models are unrelated." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope indexing bug affect different code paths." + "reason": "GGUF loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are both loading issues but not the same concrete failure." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different issue than bfloat16 dtype mismatches." + "reason": "Packed-weight unpacking under accelerate and dtype mismatches are different code paths and failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend-install dependency problems are unrelated to a tokenizer regex patch crash." + "reason": "Backend extras installation and a Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "Both involve model loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct failures." + "reason": "Mistral3 tied-lm-head weights and Qwen3VL weight_only loading are separate model-specific bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The titles do not describe the same bug; one is a vague request, the other is a reproduction of another issue." + "reason": "A low-signal placeholder issue and an isolated reproduction of another issue are not duplicates." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer in serve are separate processor/tokenizer bugs." + "reason": "Mistral tokenizer patching crash and Gemma4Processor missing _tokenizer are different attribute errors in different components." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and a broad 'tokenization changes' report are too general to treat as the same concrete bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to LwDetrImageLoss float16 AMP crash on CUDA." + "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated runtime failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen models, but they describe different warning surfaces and likely different fixes; not enough to treat as the same bug." + "reason": "Incorrect tied-weights warning across layers and a user-facing warning about tie_word_embeddings are not the same issue." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents missing STE are unrelated audio-processing issues." + "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated audio-model bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/processor bugs." + "reason": "BEiT fast image-processor label reduction and RTDetrV2 output differences are different problems." }, { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "No shared failure mode: label reduction bug vs MPS attention correctness issue." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both involve exception handling, but they are different code paths and different bugs; not the same underlying issue." - }, - { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "A multimodal token-count video-branch bug is unrelated to stale auto-mapping references for removed configs." + "reason": "Template compilation TypeError and an extreme model_max_length value are unrelated tokenizer/template issues." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "KeyError loading MobileLLM-125M and generic remote_code breakage are too broad to be the same concrete issue." + "reason": "A key error loading one model and a broad remote_code regression report are not clearly the same underlying bug." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the pair verdicts are conservative overall. The only accepted soft pair, issue:28218 vs issue:29159, is plausibly the same tokenizer spacing/slow-vs-fast inconsistency bug from the titles alone. The rest of the rejections avoid overclaiming and stay cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5302,9 +5362,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:34567", + "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5315,283 +5376,287 @@ "issue:43262", "issue:43329", "issue:43450", - "issue:43452", "issue:43454", + "issue:43526", "issue:43531", "issue:43550", "issue:43577", "issue:43606", "issue:43638", "issue:43643", + "issue:43644", "issue:43645", - "issue:43696", "issue:43720", "issue:43746", "issue:43749", "issue:43819", "issue:43854", "issue:43927", - "issue:43931", + "issue:44291", "issue:44479", + "issue:44554", "issue:44568", "issue:44589", "issue:44610", - "issue:44756", "issue:44811", "issue:44849", "issue:44912", "issue:44936", "issue:44977", - "issue:44991", "issue:45042", - "issue:45084", "issue:45356", + "issue:45459", "issue:45488", - "issue:45538", + "issue:45600", "issue:45701", "issue:45759", + "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:45459|issue:45803", + "issue:43644|issue:43749", "issue:43638|issue:44936", - "issue:43452|issue:44991", "issue:43746|issue:44811", - "issue:38175|issue:44610", "issue:44589|issue:45042", + "issue:38175|issue:44610", "issue:43854|issue:44977", "issue:43819|issue:43927", "issue:39692|issue:44912", "issue:36010|issue:43645", - "issue:43257|issue:43329", - "issue:43720|issue:44610", "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43526|issue:44554", + "issue:34634|issue:36331", "issue:43454|issue:43577", - "issue:43257|issue:43696", + "issue:43749|issue:44291", "issue:43262|issue:44811", - "issue:43329|issue:44479", - "issue:42490|issue:43257", "issue:43531|issue:45042", + "issue:43257|issue:43329", "issue:36010|issue:36331", - "issue:43749|issue:44756", "issue:44568|issue:45356", - "issue:34567|issue:40990", + "issue:42490|issue:43257", "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:34567|issue:40990", "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:43606|issue:45859", "issue:44568|issue:45488", + "issue:43606|issue:45859", "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "5a80a8dab22d785c987dba14b20ac4ddef28b362d3ffb306dbb4e10b8e91f194", + "prepared_review_unit_hash": "0a18c0fa98ede7063a0f563b4e2ceedaf6678aaeccdb56c046d2b2788b3529c0", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37090, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose lexical-similarity cluster, not a duplicate set: the issues span training state bugs, import/load failures, tokenizer regressions, multimodal processor problems, quantization/offload issues, and model-specific generation errors.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous and the title similarities are superficial rather than describing one underlying bug.", + "summary": "Mostly unrelated issue set; only the two Qwen video-input reports look like the same underlying regression in the video multimodal path.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report covering video input failures across multiple Qwen VL variants; issue:43329 appears to be the narrower root-cause bug in the same video token/counting path.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:45701 is the broadest/open-ended title, but it is still too generic and not a reliable duplicate anchor for the rest of the cluster.", + "best_issue_reason": "issue:44479 best represents the cluster because it captures the shared impact across several models and is the clearest standalone duplicate target for the accepted soft edge.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Different problems: one is a compile-time template-node error, the other is a tokenizer max-length constant issue." + "reason": "Different bugs: one is a VLM video-token counting failure, the other is a stale auto-mapping reference breaking CI." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both mention training/evaluation failures, but one is a DeepSpeed ZeRO-3 indexing crash and the other is a post-train evaluate() failure; different code paths." + "reason": "Both involve error handling, but they are different code paths and different failures; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both are model-loading/tokenizer-related, but one concerns gguf_file handling in model/tokenizer loaders and the other is a tokenizer regression for a specific checkpoint." + "reason": "Both are loading-related regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "One is about PEFT adapter local checkpoint loading; the other is Whisper processor batch_decode skipping special tokens." + "reason": "Trainer-related symptoms, but they involve different failures and likely different root causes." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Different modalities and symptoms: unexpected zero probabilities in a vision model versus an image processor size mismatch." + "reason": "Unrelated: PEFT/local checkpoint loading versus Whisper batch_decode skipping special tokens." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "These are unrelated loading/backend issues: a missing Float8 storage type versus PIL image processors unnecessarily requiring torchvision." + "reason": "Different subsystems and failures; float8 storage lookup is not the same as torchvision import requirements." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model issues, but one is zero probabilities and the other is processor output size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different bugs: a unit-test model load problem for GLM-4.7-Flash versus Qwen3.5 flash-attention generation behavior." + "reason": "Different model-specific runtime problems; no shared concrete code path." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Both involve model math during generation, but DAC from_latents/STE mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Different bugs: DAC latent reconstruction versus DiaConfig token ID persistence." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both mention model-specific regressions, but one is a SigLIP2 docs example error and the other is MXFP4 quantization falling back to bf16." + "reason": "Documentation example errors versus MXFP4 quantization fallback are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are import/configuration related, but one is a GenerationMixin import error and the other is a Jupyter custom-model initialization regression." + "reason": "Both touch transformer loading/import behavior, but they are separate regressions." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Different Qwen/MoE-related failures: weight conversion with accelerate+deepspeed versus undefined video token counting helpers." + "reason": "Different model/runtime issues; torch.compile SDPA failure is unrelated to quantization fallback." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is a different failure mode than an OmDet processor/model input-size mismatch." + "reason": "Packed-weight loading bug versus processor image-size mismatch are unrelated." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different components and symptoms; Beit label reduction is unrelated to MPS attention correctness." + }, + { + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "One is a torch.compile + SDPA failure in Bamba, the other is a quantization-format regression for gpt-oss." + "reason": "Different trainer/processor issues with no shared root cause." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to BLIP2 dtype propagation during loading." + "reason": "Weight tying failure versus dtype propagation issue; not the same bug." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Different issues: Qwen3 MOE weight conversion/loading versus GPU OOM while loading gpt-oss-20b." + "reason": "Both are loading-related, but the underlying failures are distinct." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor sample-rate defaulting is unrelated to Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "The first is a missing video token-counting implementation detail; the second is a v5.3.0 video input regression across several Qwen variants." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Import warning for local paths with trailing slashes is unrelated to Qwen3 MOE loading/conversion under accelerate+deepspeed." + "reason": "Audio chat-template sampling-rate defaulting and Whisper decode behavior are different issues." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to a PIL backend dependency regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision imports." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "An import error for GenerationMixin is not the same underlying bug as CustomTrainer.compute_loss receiving an unexpected num_items_in_batch kwarg." + "reason": "Accelerate/deepspeed weight conversion bug versus VLM video-token counting bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both concern loading efficiency, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct mechanisms." + "reason": "Import error for GenerationMixin and CustomTrainer signature change are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token handling for mdeberta-v3-base differs from Kimi-K2.5 codec handling and warning behavior." + "reason": "Both tokenizer regressions, but they affect different tokenizers and different failure modes." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "TrainerState token accounting is unrelated to GPT-oss-20b high perplexity on WikiText-2." + "reason": "Local-path import warning and Qwen3 MOE weight conversion are unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and unwrapping text_config for composite Qwen multimodal configs are different config-loading bugs." + "reason": "Both concern config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in the Qwen VL/video multimodal path; 43329 gives a concrete root-cause in the video token-counting branch, while 44479 is the broader user-facing regression report." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined multimodal token-counting helpers are a different bug from batched video processor output shape." + "reason": "Different video-processing problems: token counting versus batched processor output shape." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Qwen3 MOE loading with accelerate+deepspeed is not the same as Qwen3-VL-30B-A3B weight-shape mismatch on load." + "reason": "Both are tokenizer-related, but they describe different models and different regressions." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to Qwen3_5MoeTextRotaryEmbedding incompatibility with CPU offload." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Tokenizer BOS/EOS insertion regression is different from LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + "reason": "Different model/offload failures; CPU offload device mismatch is not the same as rotary embedding incompatibility." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state bug is a specific model output issue, while 45701 is a broad tokenization-version complaint." + "reason": "A specific Qwen3.5 hidden-state bug is not the same as the broad tokenization version-change report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair\u201443329 vs 44479\u2014is plausibly the same Qwen video-input regression, with 44479 as the broader user-facing report and 43329 as the narrower root-cause issue. The other verdicts stay appropriately cautious and do not overclaim equivalence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5606,51 +5671,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:28282", - "issue:29127", + "issue:24643", + "issue:29159", "issue:33357", "issue:34567", - "issue:34689", + "issue:36331", "issue:38175", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43317", "issue:43404", "issue:43452", - "issue:43526", + "issue:43493", "issue:43540", "issue:43577", "issue:43582", + "issue:43646", + "issue:43696", "issue:43697", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:43906", "issue:43927", + "issue:43931", + "issue:43994", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44737", "issue:44821", "issue:44898", "issue:44912", - "issue:44938", "issue:44987", "issue:44991", "issue:45042", "issue:45072", + "issue:45081", "issue:45137", "issue:45357", "issue:45381", "issue:45405", - "issue:45479", "issue:45538", "issue:45588", "issue:45823", @@ -5659,265 +5724,269 @@ ], "soft_pairs": [ "issue:43697|issue:45357", + "issue:29159|issue:34567", + "issue:43257|issue:43931", "issue:42915|issue:43742", "issue:44291|issue:45042", - "issue:33357|issue:34567", - "issue:44479|issue:45381", - "issue:43452|issue:43582", - "issue:44987|issue:45538", "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:43927|issue:44912", "issue:42915|issue:44821", + "issue:44479|issue:45381", "issue:44987|issue:45907", - "issue:43257|issue:43756", - "issue:42915|issue:45538", - "issue:43927|issue:44912", "issue:43540|issue:44479", - "issue:42175|issue:43824", + "issue:44987|issue:45538", "issue:43540|issue:44560", + "issue:42915|issue:45538", "issue:43317|issue:45538", - "issue:43577|issue:45072", - "issue:44062|issue:44991", - "issue:42175|issue:44938", "issue:38175|issue:44898", "issue:43404|issue:45987", + "issue:24643|issue:29159", + "issue:43577|issue:45072", "issue:45137|issue:45405", - "issue:43906|issue:45381", - "issue:28282|issue:34689", - "issue:42175|issue:44488", - "issue:42915|issue:43749", + "issue:43257|issue:43756", "issue:43742|issue:44291", - "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:44062|issue:44991", "issue:43540|issue:45823", - "issue:28282|issue:29127", - "issue:43526|issue:45479" + "issue:44737|issue:45588", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "280637db8ddf86aeff5d973ac98243de00a77d703a9fb85131b73c1a4ee33932", + "prepared_review_unit_hash": "ab87eb423de804c35d5c4683efd39456ad689b89fc6cfb21e966cdabd5b9c3e5", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37408, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "soft_pair_count": 33, + "serialized_chars": 37682, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it spans unrelated Transformers bugs across model loading, tokenizers, video inputs, dtype/device-map issues, training state, and backend/install problems. None of the soft pairs look like the same concrete bug or a mergeable duplicate PR case.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous, with only two convincing duplicate subpairs: a Qwen video-input regression pair and a SigLIP2 output-discrepancy pair. Most other soft links are broad-topic similarity only and do not look mergeable into the same concrete fix.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44479 is the broadest representative of the clearest duplicate-like subcluster (Qwen video-input regressions) and directly covers one of the strongest soft matches (45381).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44479 is the best representative issue because it has the widest scope within the only coherent subcluster and is most likely to absorb nearby video-regression duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different bugs and code paths: RTDetrV2 output drift vs Qwen3.5 save_pretrained key serialization." + "reason": "Different bugs: GPT-oss OOM during inference vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency bug and TrainerState token-count update bug are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed while the other is a weight-shape mismatch for Qwen3-VL; not the same fix." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: FineGrainedFP8Config handling vs MobileLLM-125M key error." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are distinct loading issues." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unrelated issues: init_empty_weights argument handling vs PIL backend requiring torchvision." + "reason": "init_empty_weights argument handling and PIL image-processor torchvision requirements are unrelated." }, { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "Different subsystems and symptoms: MacOS bus error on CLIP vs TrainerState counter not updating." - }, - { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both involve video input, but one is a broad multi-model regression and the other is a specific qwen2.5-vl vision_position_ids bug." + "reason": "Different Qwen3 problems: device-mapping cuda assert vs video-input ValueError in another model path." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Completely different failures: gguf_file tokenizer/model loading vs AppleSilicon warmup TypeError." + "reason": "GGUF tokenizer/model loading and Apple Silicon caching allocator warmup are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different causes and targets: one model load regression vs CLIPTokenizer model_max_length behavior." + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Different Qwen3 problems: auto device-map cuda assert vs video-input ValueError." + "reason": "DiaConfig save/load token-id loss is unrelated to MXFP4 quantization fallback." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different failure modes: FP8 config issue vs loading AutoImageProcessor from URL." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Different issues: model loading regression vs list_repo_files not forwarding revision." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Different model families and bugs: Qwen3 MOE weight conversion vs Smollm3 RoPE-layer handling." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Different topics: quantization/config loading vs tokenizer max_length default." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 45381 is a specific manifestation of the broader position-id bug described in 44479." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different layers of the stack: DiaConfig save/load token IDs vs MXFP4 quantization fallback." + "reason": "Model-loading regression for a repo and a list_repo_files revision-forwarding bug are different issues." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Related domain, but not the same bug: Qwen3OmniMoe video ValueError vs broader v5.3.0 video regression across several Qwen variants." + "reason": "Both mention video inputs, but the titles point to different model families and different failure modes; not enough evidence of one concrete shared bug." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Different problems: pip backend packaging vs missing Qwen2.5-VL import symbol." + "reason": "Tokenizer load failure and CLIPTokenizer model_max_length bug are different problems." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different video-input bugs in different Qwen models and code paths." + "reason": "Both are Qwen video-input issues, but the affected models and error signatures differ enough that they do not clearly look like one bug." }, { - "left": "issue:43317", + "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading bug vs tokenizer max_length default issue." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Both mention dtype, but they affect different architectures and likely different fixes." + "reason": "Device-map/offload loading failure and tokenizer max-length bug are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken constructor error and the other is a specific model tokenizer load failure." + "reason": "Different vision-model correctness bugs with no concrete shared code path." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Unrelated: TensorFlow backend packaging vs Python 3.14 import/load failure." + "reason": "Tied lm_head weights in Mistral3 and StaticCache sequence-length type mismatch are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Different vision-model bugs: zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + "reason": "DeepSpeed training weight-dimension error and tokenizer consistency issue are unrelated." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different functionality: Mistral3 weight tying bug vs StaticCache seq length return type bug." + "reason": "Both are dtype-related, but they affect different model classes and different code paths." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Different concerns entirely: DeepSpeed ZeRO3 deque error vs PEFT version bump/release mismatch." + "reason": "ZeRO3 deque error and PEFT version bump are unrelated." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "No concrete overlap: isolated reproduction of another issue vs qwen2.5-vl video position-id regression." + "reason": "Qwen3 MoE weight-conversion failure and Smollm3 RoPE-layer discrepancy are unrelated." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are loading errors, but one is missing PyTorch dependency and the other is a model-loading regression for Llama 3.2 Vision." + "reason": "Different model-loading regressions with no common bug signature." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different issues: packaging/backends vs a specific model load failure for cjvt/sleng-bert." + "reason": "Qwen3 MoE loading/conversion bug and GPT-oss OOM are unrelated." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different problem areas: FineGrainedFP8Config vs FSDP CPU RAM efficient loading." + "reason": "Tokenizer constructor TypeError and a specific tokenizer loading regression are similar in area but not clearly the same bug." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Different load-time exceptions affecting different APIs and model families." + "reason": "Both involve device or video handling, but the models and failure modes differ." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different bugs: XLNet CPU tensor allocation vs flash_attention s_aux=None crash." + "reason": "XLNet CPU-placement bug and flash_attention s_aux handling are unrelated." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Different model families and symptoms: Qwen3OmniMoe video parsing vs Gemma4 PLE device mismatch." + "reason": "A reproduction of a different issue and a Qwen video regression are not the same underlying bug." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different issues: missing PyTorch dependency vs LayoutLMv3 error-message clarity for insufficient boxes." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness issue: 43994 describes the downstream nonsensical outputs caused by the HF/JAX implementation discrepancy in 43493." + }, + { + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different bug classes: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + "reason": "Tokenizer AddedToken kwarg conflict and Mistral regex patch/backend_tokenizer crash are different tokenizer failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the issue titles and descriptions (44479/45381 and 43493/43994), and the rejections avoid overclaiming similarity where only broad topical overlap is present. The cluster characterization as mostly heterogeneous is also reasonable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5932,44 +6001,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:24643", + "issue:28282", "issue:29127", - "issue:34567", - "issue:36331", + "issue:34689", + "issue:36010", "issue:41762", + "issue:42175", "issue:43452", - "issue:43493", + "issue:43526", "issue:43531", "issue:43577", "issue:43582", "issue:43643", - "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", - "issue:43994", - "issue:44062", + "issue:43824", "issue:44291", - "issue:44466", "issue:44484", "issue:44488", "issue:44514", "issue:44589", "issue:44625", "issue:44704", + "issue:44756", "issue:44792", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44936", + "issue:44938", "issue:44964", - "issue:45005", + "issue:44977", "issue:45042", "issue:45081", "issue:45216", @@ -5979,231 +6047,236 @@ "issue:45375", "issue:45381", "issue:45405", + "issue:45479", "issue:45600", "issue:45920" ], "soft_pairs": [ - "issue:43582|issue:43782", - "issue:43493|issue:43994", - "issue:43756|issue:45325", - "issue:34567|issue:36331", - "issue:44062|issue:45081", - "issue:44291|issue:44821", + "issue:43749|issue:44756", + "issue:36010|issue:42175", "issue:45357|issue:45920", - "issue:43643|issue:45375", + "issue:42175|issue:43824", + "issue:44291|issue:44821", "issue:44792|issue:44964", + "issue:43643|issue:45375", "issue:43452|issue:44488", "issue:45042|issue:45081", + "issue:28282|issue:34689", "issue:43742|issue:44589", + "issue:43526|issue:45479", + "issue:43756|issue:45325", "issue:45405|issue:45600", - "issue:43531|issue:44821", "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:28282|issue:29127", "issue:44514|issue:45381", - "issue:43688|issue:43749", "issue:43720|issue:44898", + "issue:43582|issue:44977", "issue:44484|issue:44704", - "issue:24643|issue:29127", - "issue:41762|issue:44936", "issue:44625|issue:44877", "issue:44514|issue:45290", - "issue:43452|issue:44843", + "issue:42175|issue:44938", + "issue:41762|issue:44936", "issue:43452|issue:43577", - "issue:44466|issue:45005" + "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "5ceb14cfb80aecb32f852d2f57ee5911b2f56cc7fe17526b025730de1e55cd79", + "prepared_review_unit_hash": "6d3bce40ad42ceb32d18fc5b142f2817429a9ce1ef8ab1ae35b72e5bef2f8081", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35288, - "estimated_input_tokens": 8822, - "estimated_eval_tokens": 17900 + "soft_pair_count": 27, + "serialized_chars": 35558, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with one clear duplicate mini-cluster around tied-weights serialization in v5. I found one strong duplicate pair; the other soft matches are too broad or model-specific to merge confidently.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45005 is the best umbrella for the tied-weights regression: it states the broader v5 problem, while 44466 looks like a specific device-dependent manifestation of the same save/serialization bug.", - "canonical_pr_reason": null, - "best_issue_reason": "45005 is the most representative issue to anchor triage because it captures the broader underlying regression rather than one symptom.", - "best_pr_reason": null, + "summary": "All soft edges look like false positives. The issues span unrelated bugs across model loading, config handling, tokenization, vision processors, runtime backends, and environment-specific failures; no single duplicate cluster emerges.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative; the cluster mixes many unrelated failure modes rather than one shared defect.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Different subsystems and failures: Apple Silicon allocator warmup TypeError vs Qwen3VL weight_only loading error." - }, - { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both involve SigLIP2, but one is a HF-vs-JAX discrepancy and the other is a bad AutoModel/pipeline result; not clearly the same concrete bug." + "reason": "Different failure modes: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "Different models and different RoPE/position-id bugs; no shared code-path evidence." + "reason": "Unrelated areas: GenerationMixin import error vs TensorFlow backend packaging with `.[torch]`." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Trainer-state token accounting bug vs custom compute_loss signature mismatch; related area, not the same defect." + "reason": "Different regressions: save_pretrained visual encoder keys vs wrong AutoTokenizer token IDs." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different tokenizer failures: duplicate AddedToken kwargs vs mistral regex patch crashing on backend_tokenizer access." + "reason": "Packaging/backend inclusion issue is not the same as a missing Qwen2.5-VL class import." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized loading bug is unrelated to AutoImageProcessor URL loading." + "reason": "`init_empty_weights` TypeError is unrelated to loading AutoImageProcessor from a URL." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different regressions: Qwen3.5 save_pretrained visual-key serialization vs generic AutoTokenizer token-id errors." + "reason": "A janus test failure is not the same bug as Phi-4 multimodal model loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but one is remote-code config field loss and the other is a specific strict-field drop in Qwen3_5MoeVisionConfig." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Both are multimodal/model-load failures, but they affect different models and likely different code paths." + "reason": "One is generic `AutoConfig` missing fields with trust_remote_code; the other is a specific Qwen config field dropped by strict config handling." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Generic gguf_file/from_pretrained breakage vs one model failing to load; not enough evidence they are the same bug." + "reason": "GGUF loading breakage for AutoTokenizer/AutoModelCausalLM is not the same as failing to load one specific model." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL/torchvision dependency regression is unrelated to Mistral regex patching." + "reason": "Different code paths: image processor torchvision dependency vs Mistral regex patch crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading regression are distinct issues." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError on MobileLLM loading and missing Float8 storage are different loader/runtime issues." + "reason": "KeyError on MobileLLM-125M loading is unrelated to missing Float8 storage lookup." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "PEFT version pin mismatch vs stale auto_mappings reference; both CI/package issues, but not the same change." + "reason": "BEiT Fast image processor label reduction bug is not the same as zero-loss sequence classification with num_labels=1." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "A PEFT minimum-version bump is unrelated to stale auto_mappings references to removed configs." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint save regression affect different paths and symptoms." + "reason": "RTDetrV2 output drift and Qwen3.5 incorrect save_pretrained keys are different regressions." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is chat-template batching and the other is video position-id calculation; not the same bug." + "reason": "Qwen3-MoE sliding_window behavior does not match an AutoImageProcessor URL-loading failure." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading breakage are unrelated." + "reason": "PyTorch ImportError and LayoutLMv3 box validation messaging are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "BitNet packed-weight loading bug and Perceiver image-classification failure are different model-specific problems." + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video position IDs; different bugs." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "save_pretrained shard-size behavior vs AutoProcessor cached_file kwargs forwarding are unrelated." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver image classification interpolation behavior." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "DeepSpeed training weight-dimension runtime error vs LayoutLMv3 box validation message clarity are different issues." + "reason": "Apple Silicon allocator warmup TypeError is not the same as Qwen3.5 flash-attention generation issues." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Gemma3 ZeRO-3 load crash and trainer evaluate-after-train failure do not look like the same underlying bug." + "reason": "save_pretrained shard-size discussion is unrelated to AutoProcessor kwargs propagation to cached_file." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are both config bugs, but not the same concrete issue." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is batched padding handling and the other is tool-call assistant message handling." + "reason": "Both hit apply_chat_template, but the triggers differ: batched padding=False vs assistant messages with tool calls and no content." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "gguf_file loading breakage is unrelated to the mistral-regex offline model_info call bug." + "reason": "TensorFlow backend packaging and Python 3.14 load failure are not the same defect." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate failing after train()." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF/from_pretrained loading issue and BLIP2 dtype propagation issue are different code paths." + "reason": "GGUF tokenizer/model loading breakage is unrelated to BLIP2 dtype not propagating." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both describe the same tied-weights serialization regression in v5/save_pretrained; 45005 is the broader umbrella and 44466 is a concrete manifestation." + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading bugs and unconditional model_info() in _patch_mistral_regex are distinct code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted pair, 44466/45005, is plausibly the same tied-weights save/serialization regression in v5, with 45005 as the broader umbrella. The other soft matches are mostly model- or code-path-specific and were reasonably rejected." - }, - "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 }, @@ -6218,9 +6291,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:24643", "issue:28282", + "issue:29127", + "issue:29159", "issue:30064", "issue:32090", "issue:33357", @@ -6236,307 +6312,282 @@ "issue:43550", "issue:43577", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43749", "issue:43819", "issue:43906", "issue:43927", "issue:44361", "issue:44442", "issue:44464", - "issue:44479", - "issue:44554", + "issue:44466", "issue:44561", "issue:44568", - "issue:44625", + "issue:44610", "issue:44743", "issue:44811", "issue:44843", "issue:44936", "issue:44977", "issue:44991", + "issue:45005", "issue:45356", "issue:45440", "issue:45491", "issue:45588", - "issue:45701", - "issue:45704", "issue:45823", "issue:46002" ], "soft_pairs": [ + "issue:44466|issue:45005", "issue:43295|issue:45356", "issue:43819|issue:44811", + "issue:24643|issue:29127", "issue:44936|issue:45823", "issue:38175|issue:43295", - "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:44361|issue:44442", "issue:30064|issue:33666", - "issue:44464|issue:44743", - "issue:41720|issue:43906", "issue:43653|issue:44568", - "issue:28282|issue:32090", - "issue:28282|issue:33357", - "issue:43688|issue:45704", - "issue:43688|issue:45440", - "issue:45491|issue:46002", "issue:43577|issue:43697", - "issue:28282|issue:35141", "issue:43643|issue:44561", "issue:44843|issue:44991", - "issue:43646|issue:43749", - "issue:43688|issue:45701", + "issue:41720|issue:43906", + "issue:44464|issue:44743", + "issue:29159|issue:33357", "issue:43653|issue:43927", + "issue:45491|issue:46002", "issue:43531|issue:43742", "issue:43550|issue:43927", "issue:44464|issue:44977", - "issue:44479|issue:44625", + "issue:43688|issue:45440", "issue:43550|issue:44361", - "issue:43122|issue:43906", - "issue:43577|issue:44554", "issue:43577|issue:45588", "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:32090|issue:34567", - "issue:41720|issue:44464" + "issue:43504|issue:44610", + "issue:43122|issue:43906", + "issue:28282|issue:35141", + "issue:32090|issue:33666" ], - "prepared_review_unit_hash": "c8b48e762319516cc90deb7c21b36f281b94ad69389672bd6ca69e153f5a773b", + "prepared_review_unit_hash": "862d6cbd124dcc0ce3d8d958763fc17a541bb1ca3df187d31ebb96116cc02a89", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37924, - "estimated_input_tokens": 9481, - "estimated_eval_tokens": 19218 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated bugs. The strongest recurring theme is tokenizer/version-regression reports, but the soft pairs still describe different concrete failures, so none should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45701 is the best umbrella representative: it explicitly frames cross-version tokenization changes and has inbound references, which fits the main recurring theme better than the more specific symptom reports.", + "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading bugs, trainer/device-mapping issues, and unrelated model-specific failures. None of the soft pairs are strong enough to merge as true duplicates, so I rejected all of them. The most substantial and broadly documented issue here is the v5 tied-weights regression.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45005 is the broadest, most detailed user-facing regression report in the set, centered on tied-weights behavior in v5 and likely the best anchor for triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most suitable single issue to anchor this cluster because it is the broadest tokenizer-regression report and most likely to subsume the nearby version-dependent tokenization complaints.", + "best_issue_reason": "issue:45005 has the strongest writeup and the widest apparent impact among the listed issues, making it the best overall issue candidate in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent serialization problem and the other is a broader translation-model regression; not clearly the same bug." + }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is about processor.tokenizer/image handling and the other is a Kimi-K2.5 codec/fix_mistral_regex regression; different failure modes." + "reason": "Both are tokenizer regressions, but they affect different models and failure modes (processor/tokenizer API breakage vs codec/mistral-regex issues)." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different code paths: DAC.from_latents vs Whisper batch_decode skip_special_tokens." + "reason": "Different subsystems entirely: DAC latent reconstruction vs Whisper batch decoding behavior." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-related error-message clarity are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to Gemma4 PLE device_map forward mismatch." + "reason": "Trainer evaluate-after-train failure and Gemma4 device-mismatch are different code paths and symptoms." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "siglip2 zero probabilities is a model/output issue, not the tokenizer regression described by 43295." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Both involve tokenizers, but they are different tokenizer classes and distinct loading failures." + "reason": "Siglip2 zero-probabilities and a processor/tokenizer regression are unrelated model-specific bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration/empty decode is unrelated to MLukeTokenizer task AttributeError." - }, - { - "left": "issue:30064", - "right": "issue:33666", - "accept": false, - "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated subsystems." + "reason": "Both involve tokenizers, but the BigBird special-token bug and MLuke task AttributeError are different failures." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both concern generation/state handling, but one is compiled-forward inconsistency and the other is recurrent-state reset with cache; not the same bug." + "reason": "These are distinct tokenizer-loading/usage problems for different tokenizers and call paths." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert is not the same as the isolated reproduction of a different upstream issue." + "reason": "Image-processing segmentation-map handling and Qwen2-VL multi-GPU training are not the same issue." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token issues, but on different tokenizers with different symptoms and code paths." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "PyTorch missing ImportError is unrelated to Trainer _gpu_broadcast_one rejecting NoneType." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Missing PyTorch import is unrelated to the MacOS bus error on a community CLIP model." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex.FusedRMSNorm memory leak." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both touch MoE models, but one is auxiliary-loss normalization and the other is parity divergence from a remote implementation." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but the triggers are different: sliding-window all-padding embeddings vs checkout/init classification heads." + "reason": "Both are special-token related, but they concern different tokenizers and different missing-token behavior." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype preservation and RTDetrV2 output mismatch are separate model-specific bugs." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "Missing PyTorch is unrelated to output embeddings being reinitialized during resize." + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated model bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "AutoConfig missing fields under trust_remote_code and removal of is_torch_fx_available are different regressions." + "reason": "Both mention trust_remote_code, but one is missing config fields while the other is a v5 API removal breakage." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() call in tokenizer patching is a different bug from failing to load EMBEDDIA/est-roberta's tokenizer." + "reason": "Offline mistral-regex patching and tokenizer load failure for a specific model are different loading regressions." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "A800 auto device-mapping cuda assert and an isolated reproduction of another issue are not enough to treat as duplicates." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to the tokenizer version-change reports." + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation-path bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus error with a CLIP model are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token special-token registration and DiaConfig custom token IDs loss are different token-management bugs." + "reason": "BigBird special-token registration and DiaConfig token-ID persistence are different tokenizer/config issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention embedding issue and the other is about classification head initialization/checkpointing." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the MobileLLM-125M key error on load." + "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM loading key error are not the same underlying bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to config token IDs being lost after save/load." + "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different concrete code paths." + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different problems." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Video-input regression across Qwen VL variants is unrelated to num_labels propagation in Qwen3.5." + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote code are related only at a broad theme level, not the same concrete bug." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "Different tokenization across versions and an isolated reproduction of another issue are not the same bug." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype loading and MPS attention correctness are unrelated." + "reason": "torch.compile/SDPA on Bamba is unrelated to MLuke tokenizer AttributeError." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "dtype preservation on load is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Blip2 dtype casting and flash_attention s_aux=None handling are different issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading failure is unrelated to Bamba torch.compile SDPA." + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated model bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy preset loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are different loading paths." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType and TrainerState num_input_tokens_seen not updating are separate trainer bugs." + "reason": "Trainer GPU broadcast type error and TrainerState token-count tracking are distinct trainer issues." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert is unrelated to chunked generation with compiled forward." + "reason": "Tokenizer-version behavior change and an isolated reproduction of another issue are not enough to merge." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import missing and tied-embedding reinitialization are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast/type handling and Qwen2-VL multi-GPU training are different problems." } ] }, @@ -6558,40 +6609,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:28218", + "issue:28282", "issue:32090", "issue:33357", "issue:33666", "issue:36010", "issue:36331", "issue:39692", - "issue:43257", + "issue:41720", "issue:43262", - "issue:43278", "issue:43295", - "issue:43299", "issue:43334", "issue:43452", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", "issue:43572", + "issue:43577", "issue:43606", "issue:43688", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", "issue:43825", - "issue:43844", "issue:43927", "issue:44361", "issue:44451", + "issue:44464", + "issue:44479", "issue:44488", + "issue:44554", "issue:44568", - "issue:44610", "issue:44625", "issue:44821", "issue:44843", @@ -6604,244 +6655,237 @@ "issue:45229", "issue:45357", "issue:45405", + "issue:45704", "issue:45803", "issue:45812", - "issue:45987", - "issue:46002" + "issue:45987" ], "soft_pairs": [ - "issue:43504|issue:44610", - "issue:32090|issue:33666", "issue:43452|issue:44451", "issue:43742|issue:44821", + "issue:41720|issue:44464", "issue:33666|issue:36010", - "issue:43278|issue:43688", "issue:43606|issue:43927", "issue:43493|issue:43825", - "issue:43262|issue:43295", "issue:43720|issue:43927", "issue:44849|issue:45357", + "issue:43262|issue:43295", + "issue:43525|issue:43572", "issue:43756|issue:44913", - "issue:44625|issue:46002", + "issue:28282|issue:33357", "issue:44568|issue:45812", - "issue:43525|issue:43572", + "issue:28282|issue:32090", + "issue:43688|issue:43749", "issue:43720|issue:44361", - "issue:28218|issue:33357", "issue:33666|issue:36331", "issue:39692|issue:43493", + "issue:43577|issue:44554", "issue:43540|issue:44977", - "issue:43493|issue:43844", "issue:44964|issue:45405", + "issue:44479|issue:44625", "issue:45803|issue:45987", - "issue:43278|issue:43844", + "issue:43688|issue:45704", + "issue:43334|issue:43572", "issue:43756|issue:45083", - "issue:43257|issue:43299", "issue:45200|issue:45229", - "issue:43334|issue:43572", "issue:44488|issue:44843" ], - "prepared_review_unit_hash": "c02a4a28804214324e434c2b3f5e8f667b1fc435a933db691dcd71e481ac3687", + "prepared_review_unit_hash": "ba92f0c082560d72e22770331c6185f3728d8e38aeecccae9e47a06a6cc8b3d6", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 28, + "serialized_chars": 36255, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a title-similarity bucket, not a duplicate set; the soft pairs are related only at a very broad subsystem level and should be rejected. The strongest standalone issue is the Granite tokenizer regression, but there is no single canonical duplicate across the whole cluster.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45812 is the most central, concrete regression in the set: it has broad impact, clear tokenizer misbehavior, and the strongest discussion/reference signal.", + "summary": "The items are a mixed bag of unrelated model-loading, tokenizer, training, and device/runtime regressions. None of the provided soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystems or model families only.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a concrete, silent tokenizer regression with broad impact across all Granite models and a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue to anchor triage because it is a clearly described, high-impact, user-facing regression with multiple inbound references.", + "best_issue_reason": "issue:45812 is the best issue to anchor this set because it is specific, user-facing, and broadly applicable within one regression family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Different models and failures: legacy-field load error vs processor/model input-size mismatch." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to Qwen2-VL multi-GPU training behavior." - }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading failures, but one is gguf handling and the other is a specific model load regression." + "reason": "Both are load/import failures, but they concern different models and different root causes; not the same bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "KeyError on MobileLLM loading is not the same as AutoImageProcessor URL loading." + "reason": "Different object types and failure paths: MobileLLM key error vs AutoImageProcessor URL loading." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to a GenerationMixin import regression." + "reason": "Unrelated: auto device mapping CUDA assert on Qwen3 vs chunked generation inconsistency with compiled forward." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are distinct issues." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token-id persistence are different code paths and symptoms." + "reason": "Different models and bugs: CPU offload device mismatch vs DiaConfig token ID persistence." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to processor.tokenizer/image-passing regression." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight unpacking and DiaConfig token IDs are separate loading bugs." + "reason": "Packed-weight loading bug for BitNet is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and visual-encoder save_pretrained key corruption are different regressions." + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor/tokenizer image-handling regression are separate changes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs/models and different missing fields; not a single underlying bug." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer omission is not the same as GPTNeoX rotary_pct reload loss." + "reason": "Smollm3 RoPE-layer loss and GPTNeoX rotary_pct reload regression are unrelated config/model behavior issues." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are distinct model init/config issues." + "reason": "PyTorch missing import error and MacOS bus error on a CLIP model have no shared root cause." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "mDeBERTa add_special_tokens tokenization bug is unrelated to Granite token-ID corruption." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and distinct tokenization behavior." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Both involve missing pad-token fields, but they affect different configs and failure modes." + "reason": "Completely different failures: dependency import error vs Trainer broadcast TypeError." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "BitNet accelerate loading and MLukeTokenizer AttributeError are not the same bug." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training bugs." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer extra-space bug is unrelated to a MacOS bus error on a CLIP model." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Different trainer/multi-GPU bug versus a custom compute_loss signature mismatch." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 doc example errors are documentation/runtime issues, not the same as core implementation discrepancy." + "reason": "Docs/example errors are not the same as an implementation discrepancy in SigLIP2." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Qwen3OmniMoe video processing error and Qwen3.5 flash-attention generation bug are different problems." + "reason": "Blip2 dtype loading bug and MPS attention correctness issue affect different code paths and models." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "Qwen3OmniMoe video-processing ValueError is distinct from Qwen3.5 flash-attention generation failure." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to a dependency version bump issue." + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression across several models and the other is num_labels propagation." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and StaticCache seq-length return type are unrelated." + "reason": "A broad exception-swallowing bug in FuyuBatchFeature is unrelated to StaticCache.get_seq_length return type." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Embedding dtype drift is unrelated to ZeRO-3 gradient instability." + "reason": "Different model families and failure modes: aux-loss normalization vs apex RMSNorm memory leak." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3 Omni helper length behavior are separate implementation bugs." + "reason": "Both involve missing token-id-like fields, but they are different configs, fields, and model families." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Qwen3 MOE accelerate/deepspeed conversion and Qwen3 VL loading regression are different model families and failures." + "reason": "Both mention qwen3_omni_moe, but they target different helper/behavior bugs and are not the same defect." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids default and Gemma 4 multi-GPU OOM are not the same bug." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config and missing pad_token_idx in StableLmConfig are similar in shape but different defects." + "reason": "Text-only token-type defaulting and multi-GPU inference OOM are unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Two separate loading issues: model-specific tokenizer load failure vs offline-mode hub lookup bug." + "reason": "Both involve loading behavior, but one is a model-specific load failure and the other is HF_HUB_OFFLINE regression from an unconditional hub call." } ] }, @@ -6863,7 +6907,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:28218", "issue:29942", @@ -6872,22 +6916,22 @@ "issue:33666", "issue:34567", "issue:39692", - "issue:42490", + "issue:43257", "issue:43278", "issue:43295", + "issue:43299", "issue:43334", + "issue:43493", "issue:43504", - "issue:43540", "issue:43572", "issue:43575", - "issue:43582", "issue:43606", "issue:43646", "issue:43653", - "issue:43696", - "issue:43701", + "issue:43688", "issue:43824", "issue:43844", + "issue:43873", "issue:43927", "issue:43994", "issue:44112", @@ -6900,232 +6944,246 @@ "issue:44521", "issue:44554", "issue:44589", + "issue:44625", "issue:44734", "issue:44792", "issue:44964", - "issue:44977", - "issue:45200", "issue:45229", "issue:45290", "issue:45405", "issue:45446", "issue:45520", "issue:45584", + "issue:45701", "issue:45759", "issue:45823" ], "soft_pairs": [ + "issue:43493|issue:43844", "issue:43334|issue:45759", "issue:39692|issue:43295", + "issue:43257|issue:43299", "issue:43646|issue:44466", "issue:45229|issue:45823", "issue:43824|issue:44589", "issue:43504|issue:43606", - "issue:33357|issue:33666", + "issue:43278|issue:43844", "issue:43572|issue:44291", - "issue:43927|issue:44361", "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43688|issue:45701", "issue:43504|issue:43653", - "issue:44464|issue:45584", - "issue:43606|issue:44112", "issue:44423|issue:44734", + "issue:43606|issue:44112", "issue:43575|issue:45405", - "issue:43994|issue:44493", - "issue:43278|issue:43701", "issue:44792|issue:45405", + "issue:44625|issue:45759", "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:44464|issue:45584", "issue:29942|issue:30333", - "issue:42490|issue:43696", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:44554|issue:45446", - "issue:43582|issue:44977", - "issue:43540|issue:45200" + "issue:43688|issue:43873" ], - "prepared_review_unit_hash": "bc374d2c648e817aa69515b62092c75ae34463a00206c2c4570e3e0f06ec70dc", + "prepared_review_unit_hash": "6f818549490c9076462abdf9f69a022380ddb3d278329afea8737aafb4ca14b2", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35513, - "estimated_input_tokens": 8879, - "estimated_eval_tokens": 18014 + "soft_pair_count": 28, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issue reports across tokenizers, multimodal loading, training/runtime errors, and CI; none of the soft pairs look like true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items describe different bugs in different code paths and subsystems, so there is no clear duplicate anchor for the cluster.", + "summary": "These issues are mostly unrelated, sharing only broad transformer themes like multimodal loading, tokenization, serving, or training. None of the proposed soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, with no repeated bug thread that cleanly subsumes the others.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue representative; none of the issues subsume the others or appear to be the same underlying defect.", + "best_issue_reason": "No issue cleanly represents the whole cluster; the closest broad themes still split across unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: SigLIP2 implementation discrepancy vs DeepSpeed/ZeRO-3 gradient normalization instability." + }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a load-time pad_token_id AttributeError and the other is AutoModelForCausalLM.from_config not unwrapping text_config; different failure modes." + "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id regression and the other is text_config unwrapping in from_config." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both are multimodal regression reports, but one is a SigLIP2 documentation example problem and the other is processor.tokenizer/image-passing custom model breakage." + "reason": "Docs/example errors in SigLIP2 are not the same as the processor.tokenizer/images regression in custom model code." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Different loading paths: accelerate+deepspeed weight conversion vs Qwen3VL MoE loading failure in dev transformers." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Distinct custom-model issues: init_empty_weights initialization failure versus inconsistent lm_head.weight serialization tied to device placement." + "reason": "Both are v5 regressions, but one is custom model init and the other is serialization of lm_head.weight; not the same bug." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both concern Gemma4 and multi-device behavior, but one is CUDA OOM during inference and the other is a PLE device mismatch during forward." + "reason": "Same model family, but CUDA OOM in multi-GPU inference is distinct from a PLE device mismatch during forward." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Different import/runtime problems: Qwen2_5_VL import failure versus missing Float8 storage type." + "reason": "Unrelated failures: missing Qwen2_5_VL export vs a Float8 storage lookup error." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Beit legacy-field loading bug and suno/bark-small CPU-offload device mismatch are unrelated code paths." + "reason": "Different subsystems and symptoms: legacy config field on load vs CPU offload device mismatch." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Different models and failures: MacOS bus error for community CLIP versus Qwen2-VL multi-GPU training." + "reason": "Different numerical issues: embedding dtype drift in eval vs gradient blow-up under ZeRO-3." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both mention transformers 5/init changes, but one is a missing pad_token_idx config field and the other is an unexpected _is_hf_initialized argument TypeError." + "reason": "Both touch v5 loading, but missing pad_token_idx and unexpected _is_hf_initialized are different config/API breakages." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A storage-object lookup failure is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and failure modes: MacOS bus error vs Qwen2-VL multi-GPU training." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Tokenizer/config token-ID persistence bug versus MLukeTokenizer task AttributeError; not the same defect." + "reason": "Different tokenizer/config bugs: DiaConfig save/load loses IDs, while MLukeTokenizer raises an AttributeError on tasks." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both are import-related, but one is a storage object error and the other is a flash_attn KeyError on Python 3.13." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization change regression." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model-loading bugs: Beit legacy field preset loading versus BigBirdTokenizer special-token registration/empty decode." + "reason": "Legacy config loading for BEiT is not the same issue as BigBirdTokenizer special-token registration." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to empty transcription after align_special_tokens." + "reason": "Different serve crashes: multimodal .to() on strings vs KV-cache continuation tensor indexing." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real CPU-offload device mismatch for bark-small; the other is a stale GraniteSpeech CI test issue." + "reason": "A real device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Both affect serving, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing in /v1/responses." + "reason": "Qwen2-57B TP OOM and an unreleased PEFT version pin are unrelated." }, { - "left": "issue:43575", + "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Qwen2 model OOM with tensor parallelism is unrelated to a PEFT version pin bump." + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different regression symptoms with different causes." + "reason": "Both concern Qwen3.5/3.6 config propagation, but num_labels propagation and text_config unwrapping are distinct bugs." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift in evaluate is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both hit apply_chat_template, but zero assistant masks for multimodal inputs is different from a tool-call/no-content crash." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Failed janus generation test and PEFT minimum-version bump do not describe the same bug." + "reason": "SigLIP2 bad outputs and unexpected position-id keys are different model/config regressions." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both involve chat templates, but all-zero assistant masks for multimodal inputs is a different bug from crashing on assistant tool-call messages with no content." + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Trailing-slash local-model import warning is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Failing Flash Attention 2 tests and MLFlow reporting after training failure are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly and Phi-4 multimodal loading failure are different issues." + "reason": "Gradient instability under ZeRO-3 is unrelated to Phi-4 multimodal model loading failure." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer extra-space bug and TrainerState token-count tracking bug are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue and a PyTorch version check bug in flex_attention are different code paths." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are different issues." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma4 mm_token_type_ids defaulting are separate multimodal bugs." + "reason": "MoE auxiliary-loss normalization is unrelated to quantization/offloading behavior." } ] }, @@ -7147,11 +7205,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:15354", "issue:28218", - "issue:35141", + "issue:29159", + "issue:32090", + "issue:33357", "issue:37428", "issue:38175", "issue:42490", @@ -7160,19 +7220,21 @@ "issue:43278", "issue:43295", "issue:43334", - "issue:43388", "issue:43450", "issue:43493", "issue:43525", - "issue:43526", + "issue:43540", + "issue:43550", "issue:43572", + "issue:43653", + "issue:43696", "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", "issue:43975", + "issue:44112", "issue:44315", "issue:44442", "issue:44466", @@ -7180,10 +7242,8 @@ "issue:44521", "issue:44554", "issue:44610", - "issue:44792", "issue:44849", "issue:44898", - "issue:44936", "issue:44987", "issue:45072", "issue:45084", @@ -7194,256 +7254,256 @@ "issue:45356", "issue:45412", "issue:45520", - "issue:45563", "issue:45823" ], "soft_pairs": [ - "issue:15354|issue:38175", + "issue:43540|issue:45200", "issue:45084|issue:45520", - "issue:45072|issue:45198", + "issue:29159|issue:32090", + "issue:15354|issue:38175", "issue:45200|issue:45823", - "issue:37428|issue:43957", + "issue:45072|issue:45198", "issue:43232|issue:44849", + "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:43493|issue:43701", "issue:43295|issue:44610", + "issue:28218|issue:33357", "issue:44554|issue:45356", "issue:44898|issue:45412", "issue:44466|issue:45127", + "issue:43493|issue:43701", "issue:43572|issue:44987", - "issue:37428|issue:43824", "issue:45200|issue:45325", "issue:43572|issue:43957", + "issue:37428|issue:43957", "issue:43295|issue:43450", - "issue:43844|issue:44936", + "issue:43550|issue:43844", "issue:43295|issue:43873", "issue:43334|issue:43525", - "issue:44792|issue:45563", "issue:43824|issue:43975", - "issue:43388|issue:43526", - "issue:42915|issue:43824", + "issue:42490|issue:43696", "issue:38175|issue:45412", - "issue:38175|issue:43493", "issue:44514|issue:44521", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:37428|issue:43824", "issue:44442|issue:45198", - "issue:28218|issue:35141", - "issue:43278|issue:43856", - "issue:42490|issue:43493" + "issue:43653|issue:44112" ], - "prepared_review_unit_hash": "9c78cb0a48db868ea81eaa4ceaf810b1e3378992e3a013b81a07670bde75e844", + "prepared_review_unit_hash": "01b331770e7ebdc682ec5d7c0a5208e54ecf4a4b4c4f99eddd74e246a0bf7919", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36676, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37456, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated Transformers bugs; none of the soft pairs look like true duplicates, though a few share broad subsystem or model-family overlap.", - "confidence": 0.75, - "canonical_issue_reason": "I\u2019d use issue:37428 as the canonical issue because it is a clear, broadly relevant core-runtime regression and the most representative of the mixed cluster.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer spacing bugs, config/pad_token_id regressions, multimodal processor/chat-template issues, and several isolated runtime/import/training failures. None of the soft edges are strong enough to treat as true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37428 is the best representative issue here: concrete, actionable, and library-level, whereas most others are narrower model-specific reports or orthogonal bugs.", + "best_issue_reason": "If forced to pick a representative, issue 44521 is the closest active open multimodal processor bug, but it only covers one small subcluster and not the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Different failures: torch.jit.script generator-expression support vs SigLIP2 zero-probability output." + "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Gemma 4 token-type defaults for text-only fine-tuning." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Unrelated code paths: template-node compilation error vs flash_attn import KeyError on Python 3.13." + "reason": "Unrelated problems: template-node compilation error vs a flash_attn import KeyError on Python 3.13." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Different components and symptoms: bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting support for GeneratorExp is a different code path from SigLIP2 zero-probability behavior." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both Gemma4, but one is missing mm_token_type_ids defaulting and the other is a device_map forward mismatch." + "reason": "Both involve Gemma 4, but one is missing mm_token_type_ids defaults while the other is a device-mapping forward mismatch." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Both are loading/import regressions, but one is a missing flash attention helper import and the other is meta-device model loading." + "reason": "Different subsystems: dtype mismatch under torch.compile/SDPA vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwarg update bug vs Qwen3.5 hidden-state output bug; not the same code path." + "reason": "Generation state sync bug is unrelated to the Qwen3.5 hidden-states regression." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the Qwen3.5 output_hidden_states regression." + "reason": "Training/eval dtype drift is not the same as resume_from_checkpoint key mismatches." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are distinct problems." + "reason": "Liger Kernel application with model_init is unrelated to a Qwen3.5 output_hidden_states bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor API regression vs OmDet image-size mismatch; different failures in different processors/models." + "reason": "Both touch processor behavior, but one is a processor/tokenizer regression and the other is an OmDet image-size mismatch." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing is unrelated to the CLIP MacOS bus error." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue and Kimi tokenizer regression are unrelated." + "reason": "MPS attention correctness and Kimi tokenizer codec handling are different bugs with different fixes." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resize/interpolation bug vs RT-DETR memory leak; no shared underlying defect." + "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory release behavior." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied-weights behavior, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." + "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after extending vocab." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in one config is not the same as loading failure for physical-intelligence/fast on 5.1.0." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/classes and different modules." + "reason": "A missing pad_token_idx in StableLmConfig does not match a loading failure for physical-intelligence/fast on newer transformers." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both are Gemma/Qwen2.5-VL multimodal issues? No\u2014these are different models and different bugs." + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-position scaling are separate model-specific issues." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLm config field regression and meta-device loading breakage are separate issues." + "reason": "StableLmConfig pad_token_idx regression is unrelated to meta-device loading breakage in 5.x." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash attention helper import and meta-device loading failures are not the same bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to batched video processor output shape." + "reason": "Processor.tokenizer regression and batched video-processor output shape issues are distinct failure modes." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "DeepSpeed/ZeRO gradient growth and trainer evaluate-after-train failure are different training issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor API regression and quantization/offloading behavior are not the same bug." + "reason": "Custom model code accessing processor.tokenizer is unrelated to quantization offloading behavior." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Missing pad_token_id on different configs/models does not indicate the same underlying defect." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "A failing Janus test and a stale generation warning are not the same change or bug." + "reason": "Both mention pad_token_id, but they affect different config classes/models and do not look like one concrete bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing class and incorrect detokenization are unrelated." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both involve labels, but one is metric-gathering on tuple labels and the other is image-processor label reduction." + "reason": "Qwen2.5-VL import exposure and DeepSeek-Coder detokenization are unrelated issues." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen2.5-VL import error are entirely different problems." + "reason": "Local-path import warning has nothing to do with GPT-oss-20b OOM." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated model-specific problems." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Same model family, but one reports zero probabilities and the other a JAX/HF implementation discrepancy; not enough to merge." + "reason": "Both are apply_chat_template/multimodal issues, but one is a batched-input crash with padding=False and the other is all-zero assistant masks; they are different concrete bugs." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Both concern apply_chat_template, but one is a batching crash and the other is all-zero assistant masks; different failure modes." + "reason": "SigLIP2 discrepancy versus original JAX is not the same as zero probabilities in the model implementation." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to the Qwen2_5_VL import error." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to lm_head reinitialization after resizing embeddings." + "reason": "Importing _flash_supports_window_size and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Embedding dtype drift in eval and Qwen3 MoE training memory inefficiency are different bugs." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Local-path import warning and SigLIP2 JAX discrepancy are unrelated." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." } ] }, @@ -7465,19 +7525,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:29127", - "issue:29942", - "issue:32090", "issue:37428", - "issue:38175", "issue:39692", + "issue:42490", "issue:43262", "issue:43278", "issue:43335", + "issue:43388", "issue:43425", "issue:43450", + "issue:43493", "issue:43504", "issue:43526", "issue:43550", @@ -7488,6 +7547,7 @@ "issue:43819", "issue:43825", "issue:43827", + "issue:43856", "issue:43901", "issue:43931", "issue:44112", @@ -7499,7 +7559,7 @@ "issue:44561", "issue:44610", "issue:44743", - "issue:44779", + "issue:44792", "issue:44855", "issue:44857", "issue:45083", @@ -7510,293 +7570,267 @@ "issue:45310", "issue:45381", "issue:45478", + "issue:45563", "issue:45584", "issue:45588", "issue:45593", - "issue:45823", - "issue:45859" + "issue:45823" ], "soft_pairs": [ - "issue:43653|issue:44112", + "issue:43278|issue:43856", "issue:43450|issue:43575", "issue:43827|issue:43901", - "issue:44206|issue:45584", - "issue:45127|issue:45245", - "issue:43262|issue:43450", + "issue:42490|issue:43493", "issue:43819|issue:45083", + "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:44610|issue:44857", + "issue:45127|issue:45245", + "issue:44206|issue:45584", "issue:37428|issue:43425", "issue:45290|issue:45381", + "issue:44792|issue:45563", "issue:43335|issue:43550", "issue:43606|issue:45083", - "issue:44448|issue:44743", "issue:44857|issue:45593", + "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:29942|issue:32090", "issue:37428|issue:44351", - "issue:43611|issue:43931", "issue:44206|issue:45823", - "issue:43335|issue:43653", + "issue:43611|issue:43931", "issue:44360|issue:44561", + "issue:43335|issue:43653", "issue:39692|issue:43526", "issue:43819|issue:44493", "issue:43550|issue:44112", + "issue:43388|issue:43526", "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:45310|issue:45478", "issue:43335|issue:45083", - "issue:29127|issue:32090", - "issue:45588|issue:45859", - "issue:39692|issue:44493", - "issue:44448|issue:44779", - "issue:38175|issue:44493" + "issue:39692|issue:44493" ], - "prepared_review_unit_hash": "fc7b3bd01d4dee7b7bf81726766eb50391f31ab17ace2788f06ce5ed616ebde0", + "prepared_review_unit_hash": "5d66608672f0418bd8940df1b2ee5b3a75222640c29fccf749ac32d294d2fb38", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38281, - "estimated_input_tokens": 9571, - "estimated_eval_tokens": 19398 + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are adjacent-but-distinct issues across different models, processors, or regressions. The only clear duplicate is the Qwen3.5-Moe `from_pretrained` error pair (45310/45478).", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it is the earlier, more complete report of the same Qwen3.5-Moe `from_pretrained` failure also described in issue:45478.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports and regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest are merely thematically similar, not the same underlying issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title and apparent root problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative of the cluster: it is the only near-certain duplicate target and has the most direct, actionable bug description.", + "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster: it is a concrete, well-scoped bug report and the only one with a clear duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Both are CI-related, but one is a tokenizer special-token decode bug and the other is a GraniteSpeech device-override test failure." + "reason": "Different problems: dtype regression in evaluation vs MoE training memory usage." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batch-shape bug vs Qwen2-57B tensor-parallel OOM; different subsystems and failure modes." + "reason": "Batched video shape bug is unrelated to Qwen2.5 tensor-parallel OOM." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "One is about v5 pipeline removal in docs for summarization/translation, the other is TextClassificationPipeline docs mentioning `return_all_scores`." + "reason": "Both are docs-related, but they cover different API deprecations and outputs." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Whisper empty-transcription failure after `align_special_tokens`." + "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "LoRA merge / tied embeddings collapse is unrelated to the category-count limit error." + "reason": "Different model/code paths: DAC latent consistency vs Qwen3 Omni feature-length helper behavior." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs video processor batched-shape bug." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent/forward mismatch is a different code path from the qwen3_omni_moe feature-length helper behavior." + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different models and failures: DAC missing-STE mismatch vs GraniteSpeech CI device override." + "reason": "DAC latent mismatch and GraniteSpeech stale device override test do not share the same bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to the LwDetrImageLoss float16/CUDA crash." + "reason": "Processor input-size mismatch and AMP crash in a loss function are different failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limit are unrelated issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty transcription failure are different code paths." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for `_flash_supports_window_size` is not the same bug as Torch 2.10 incompatibility." + "reason": "ImportError for a removed helper is not the same as a Torch 2.10 compatibility issue." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video `vision_position_ids` bug affect different paths." + "reason": "Chat-template tool-call crash and video vision_position_ids bug are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale generate warning are not the same bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Bamba torch.compile/SDPA failure." + "reason": "Sparse-layer config bug and torch.compile/SDPA failure are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in `suno/bark-small` is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "CPU offload device mismatch and output-length helper behavior are different problems." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Pegasus v4/v5 output regression is unrelated to Qwen modular recurrent-state reset under cache." + "reason": "AMP crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as D-FINE skipping auxiliary losses when denoising is off." + "reason": "Different-output regression for Pegasus and recurrent-state reset in qwen3_5 are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is distinct from the flash-attention `s_aux=None` crash." + "reason": "Gemma4 token-type defaulting and flash_attention auxiliary-state crash are different bugs." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/evaluate embedding dtype drift is unrelated to the pipeline() v5 error-message regression." + "reason": "Embedding dtype regression and stale pipeline error-message wording are unrelated." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` TypeError are separate failures in different areas." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both are import errors, but they miss different symbols (`_flash_supports_window_size` vs `HybridCache`) and imply different fixes." + "reason": "Both mention device mismatch, but they affect different models and mechanisms." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "`base_model_prefix` loading breakage and Qwen3-VL weight-shape mismatch are different model-loading bugs." + "reason": "Base-model-prefix loading breakage and Qwen3-VL shape mismatch are distinct model-loading failures." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "LasrFeatureExtractor `center`-arg regression is unrelated to Gemma4 PLE device-mismatch during forward." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug and tokenizer special-token registration bug do not share the same underlying code path." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/model mismatch and BEiT fast processor `reduce_labels` bug are different issues." + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward mismatch is not the same as the widespread unexpected position-id key issue." + "reason": "DAC latent mismatch and unexpected position-id keys are different issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to the stale GraniteSpeech device-override test." + "reason": "SDPA/torch.compile failure and stale GraniteSpeech device override test are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and BEiT semantic-segmentation legacy-field load failure are unrelated." + "reason": "Sparse layer creation bug and Beit pretrained preset loading bug are different problems." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `IndentationError` in DebertaV2Model is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import/parsing failure is unrelated to Qwen3 Omni feature-length helper behavior." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same Qwen3.5-Moe `from_pretrained` failure; titles and symptoms match closely enough to be the same bug." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Sparse-layer configuration and qwen3_omni_moe feature-length helper are unrelated." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to the Trainer `_gpu_broadcast_one` TypeError." - }, - { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Qwen3_5Moe CPU-offload incompatibility are different bugs." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to the unexpected position-id key issue affecting many models." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regressions are distinct issues." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 zero-probabilities bug is not the same as the generic unexpected position-id key regression." + "reason": "Exact duplicate reports with the same title and same Qwen3.5 MoE from_pretrained error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: the only clearly duplicated pair is issue:45310/issue:45478, which have identical titles and closely matching Qwen3.5-Moe from_pretrained reports. The rest of the soft-pair rejections are conservative and consistent with the issue titles/subsystems; no pair is overstated as a duplicate." + "feedback": "The cluster summary is grounded in the packet: the Qwen3.5 MoE from_pretrained issues are the only clearly matching duplicate pair, and the remaining soft-edge rejections are conservative given the titles and available metadata. No overstatement of evidence stands out." }, "evaluator_used": true, "retried": false, @@ -7815,42 +7849,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:28218", + "issue:29127", "issue:29942", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", + "issue:36010", "issue:37428", + "issue:38175", "issue:40444", "issue:42490", - "issue:43278", - "issue:43329", "issue:43335", "issue:43412", "issue:43526", "issue:43550", + "issue:43575", "issue:43606", "issue:43701", "issue:43720", - "issue:43723", "issue:43854", - "issue:43873", "issue:43927", "issue:44112", "issue:44292", "issue:44448", "issue:44462", "issue:44493", - "issue:44554", "issue:44561", "issue:44568", "issue:44779", "issue:44857", "issue:44977", - "issue:44987", + "issue:45042", "issue:45072", "issue:45083", "issue:45198", @@ -7864,248 +7896,277 @@ "issue:45593", "issue:45698", "issue:45712", - "issue:45803" + "issue:45803", + "issue:45859" ], "soft_pairs": [ + "issue:45588|issue:45859", + "issue:29942|issue:32090", "issue:43335|issue:45072", + "issue:38175|issue:44493", "issue:43720|issue:44112", + "issue:44448|issue:44779", "issue:43335|issue:45593", "issue:44292|issue:45520", + "issue:28218|issue:35141", "issue:44977|issue:45229", "issue:42490|issue:43854", "issue:44462|issue:44561", "issue:44561|issue:44779", - "issue:40444|issue:43526", - "issue:34689|issue:35141", "issue:43606|issue:44857", "issue:44448|issue:44977", "issue:44857|issue:45072", - "issue:43723|issue:44554", - "issue:28218|issue:32090", - "issue:43701|issue:45083", "issue:43927|issue:45698", - "issue:44568|issue:45491", + "issue:43701|issue:45083", "issue:43550|issue:45083", - "issue:45198|issue:45803", - "issue:29942|issue:35141", - "issue:37428|issue:44987", - "issue:43873|issue:44493", - "issue:32090|issue:33357", + "issue:34689|issue:35141", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44568|issue:45491", "issue:45372|issue:45588", - "issue:43873|issue:45229", - "issue:45459|issue:45712", - "issue:43412|issue:45588", "issue:44977|issue:45563", - "issue:43278|issue:43329" + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:44493|issue:45042", + "issue:36010|issue:37428", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44857|issue:45588", + "issue:45372|issue:45459" ], - "prepared_review_unit_hash": "194161df7b29dacd7a9bcd748d24aabe08b1c993c426f57912a933f7763c536a", + "prepared_review_unit_hash": "77d34fdea8fb174c48d7ae56bfd1b77a79d30125c1d2728a067ed212f4b1cb94", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36905, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37456, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, model-loading, CI, attention, and serialization bugs. I found no soft pair that clearly describes the same underlying issue tightly enough to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is noisy and spans many unrelated bug classes; the items do not form one cohesive duplicate set.", + "summary": "The cluster is highly heterogeneous and does not contain a true duplicate core; the soft links mostly connect superficially similar regression reports across unrelated subsystems. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the reports span tokenizer, model loading, training, export, and CI failures. If one representative is needed, issue 44462 is the cleanest self-contained regression report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue by activity/inbound references and has a clear, reproducible bug report, but it is still not a duplicate hub for the rest of the cluster.", + "best_issue_reason": "Issue 44462 is the most broadly understandable and actionable representative of the set: a concrete, reproducible loading regression with clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash-attention/MoE-related code, but one is an AttributeError on sink-less models and the other is a CPU-offload incompatibility; different bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures in different layers." + }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs dtype mismatch in a different model path." + "reason": "One is a SwitchTransformers config construction bug; the other is a bfloat16 dtype mismatch during inference. Not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both are model-output correctness complaints, but they affect different models and symptoms with no shared concrete code path." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different failures: packed-weight loading vs a stale CI device-override test." + "reason": "Packed-weight loading in BitNet and a GraniteSpeech CI device-override test are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they concern different models and tokenizer/decoder behavior." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Unrelated model bugs: SwitchTransformers config creation vs D-FINE auxiliary-loss handling." + "reason": "A sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Both touch import/runtime environment issues, but one is NVFP4 model execution and the other is flash_attn import lookup on Python 3.13." + "reason": "Qwen NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and post-init embedding reinitialization are distinct bugs in different parts of the stack." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different concrete problems: flash-attention generation issue vs multi-GPU CUDA OOM." + "reason": "Qwen flash-attention generation failure and Gemma multi-GPU CUDA OOM are not the same defect." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path warning vs GLM-4.7-Flash model-loading test failure are not the same bug." + "reason": "Both are model-loading issues, but one is a trailing-slash path warning and the other is a specific model test failure." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer repository loading vs v5 removal of is_torch_fx_available affect different code paths." + "reason": "Tokenizer.json selection and trust_remote_code breakage from is_torch_fx_available removal are different loading issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different regressions: trust_remote_code import breakage vs DeepSeek tokenizer output corruption." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Both involve vision preprocessing, but one is iterable multi-image finetuning and the other is BEiT fast label reduction." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Model loading regression vs embedding reinitialization after resize are separate issues." + "reason": "A trust_remote_code import break and a DeepSeek tokenizer regression are not the same bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device-mismatch offload bug and AMP/CUDA loss crash are different failure modes." + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are separate runtime errors." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to the Qwen flash-attention generation bug." + "reason": "Different models, different symptoms, different code paths; both are just generation regressions." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different runtime paths: image loss AMP crash vs bfloat16 inference dtype mismatch." + "reason": "One is an image-loss AMP crash; the other is a SwitchTransformers/TimmWrapperModel dtype mismatch." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer loading regression is unrelated to the MPS attention correctness issue." + "reason": "Both involve save/load behavior, but one is lost token IDs and the other is loading the wrong custom module; not the same root cause." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError are unrelated." + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper function behavior issue are unrelated." }, { - "left": "issue:43701", + "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is not the same as the qwen3_omni_moe feature-length helper bug." + "reason": "Torch.compile/SDPA failure for Bamba and a feature-length helper regression are unrelated." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both involve save/load, but custom token IDs being lost is different from loading the wrong custom module." + "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization are different bugs." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Special-token addition regression and Gemma3 NaN embeddings have different causes and code paths." + "reason": "LayoutLMv3 error clarity and Trainer broadcast TypeError are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to the feature-length helper behavior bug." + "reason": "Both are vision/data-processing issues, but one is multi-image IterableDataset finetuning and the other is a label-reduction bug in an image processor." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs bare-except swallowing errors in FuyuBatchFeature are not the same issue." + "reason": "Missing BOS/EOS on add_special_tokens and Gemma3 NaN embeddings are distinct tokenizer vs model-runtime bugs." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Gemma 4 processor import failure and a flash_attention AttributeError are unrelated." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Importing a removed flash-attn helper is not the same as a model loading failure for physical-intelligence/fast." + "reason": "A flash-attention generation failure and a stale warning about num_return_sequences are not the same issue." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to unexpected position-id keys." + "reason": "Executorch export support problems and flash-attention sink-less-model crashes are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS bus error with CLIP are different bugs." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are different processor-level issues." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Gemma processor import breakage is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes are unrelated." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44493", + "right": "issue:45042", "accept": false, - "reason": "Quantization/offloading issue is not the same as Gemma4 multi-GPU OOM." + "reason": "Unexpected position-id keys and unwanted torchvision requirements are different regressions." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Tokenizer error masking from a bare except is unrelated to leftover dummy class cleanup." + "reason": "Both are import errors, but they involve different symbols and modules with no shared concrete failure path." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Executorch export missing training guard/erfinv support is unrelated to flash_attention.py s_aux=None handling." + "reason": "Flash Attention test failures and embedding reinitialization are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Flash-attention generation correctness and a stale paged-generate warning are not the same bug." + "reason": "A trailing-slash load warning and a tensor-parallel OOM are different model-loading problems." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Training/evaluate dtype drift is unrelated to the undefined video-branch variables in _get_num_multimodal_tokens." + "reason": "A CUDA AMP crash in image loss and a flash_attention AttributeError are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage and tokenizer exception handling with missing protobuf are unrelated." } ] }, @@ -8127,18 +8188,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:10000", "issue:15354", "issue:25251", - "issue:28218", "issue:29127", "issue:29942", "issue:30064", "issue:32090", - "issue:41720", - "issue:42490", + "issue:33357", + "issue:34567", + "issue:39692", "issue:42915", "issue:42994", "issue:43065", @@ -8146,9 +8207,9 @@ "issue:43278", "issue:43381", "issue:43421", - "issue:43575", "issue:43653", "issue:43756", + "issue:43873", "issue:43976", "issue:43994", "issue:44186", @@ -8160,8 +8221,9 @@ "issue:44462", "issue:44466", "issue:44479", + "issue:44610", + "issue:44734", "issue:44743", - "issue:44857", "issue:44871", "issue:44977", "issue:45198", @@ -8171,7 +8233,6 @@ "issue:45406", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45520", "issue:45563", @@ -8179,231 +8240,231 @@ "issue:45823" ], "soft_pairs": [ - "issue:41720|issue:45229", - "issue:10000|issue:15354", - "issue:43976|issue:45440", - "issue:42490|issue:43575", - "issue:45372|issue:45406", - "issue:28218|issue:29127", - "issue:43065|issue:43994", - "issue:45372|issue:45459", - "issue:44857|issue:45588", "issue:43065|issue:45412", - "issue:44448|issue:44466", "issue:45245|issue:45563", + "issue:44448|issue:44466", "issue:45588|issue:45823", "issue:43653|issue:44743", "issue:43278|issue:43381", "issue:25251|issue:32090", + "issue:43976|issue:45440", "issue:44186|issue:45198", - "issue:44206|issue:44479", "issue:43994|issue:45412", "issue:43066|issue:44462", + "issue:44451|issue:45520", "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44206|issue:44479", "issue:44871|issue:44977", - "issue:44451|issue:45520", "issue:44265|issue:45198", - "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:33357|issue:39692", "issue:43421|issue:45491", + "issue:29127|issue:34567", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:44610|issue:45412", + "issue:10000|issue:15354", "issue:43756|issue:45440", - "issue:29942|issue:30064" + "issue:43873|issue:45229", + "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "6f233c0a52c90b5595e33a8b04601fd6ae19d2f578eb1cefa5bf0ddc7fee0bf1", + "prepared_review_unit_hash": "6b36d4e35524595a207596d43304471287e4bc0854373377c6bdfe24b4a884c4", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36052, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem overlap, not the same underlying bug or change. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated failures across tokenization, generation, quantization, vision, and model-loading paths.", + "summary": "This cluster is heterogeneous: the proposed soft pairs mostly share a broad subsystem or keyword, but they do not describe the same underlying bug/change. I would not dedupe any of the pairs, and there are no PRs to consider.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue for duplication canonicalization because there is no common root cause tying the set together.", + "best_issue_reason": "issue:45406 is the most concrete, self-contained bug report in the set, but it should be treated as a representative issue only, not as a true duplicate hub for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Different models and failure modes: device-mapping CUDA assert vs multi-GPU OOM." + "reason": "Different bugs: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released on deletion." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Unrelated model/export problems: DistilBERT issue vs torch.jit GeneratorExp scripting limitation." + "reason": "Unrelated failures: category cardinality limit vs stale paged-generate warning." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Different bug classes: Python-version compatibility vs DeepSeek implementation divergence." + "reason": "Both concern v5 behavior, but one is generation output drift and the other is inconsistent lm_head.weight serialization." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + "reason": "flash_attention.py None handling crash is unrelated to Gemma4 PLE device-map mismatch." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Both involve Gemma 4 loading, but one is a missing dependency symbol and the other is a missing processor attribute; not the same bug." + "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset with cache are different code paths." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer spacing behavior vs LayoutLMv3 error-message clarity are different issues." + "reason": "Embedding dtype drift in eval is not the same as gradient checkpointing being unusable in eval mode." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Different subsystems and symptoms: dummy conv layer in Sam3PixelDecoder vs bad SigLIP2 outputs." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "One is an import dependency failure; the other is tokenizer error handling around protobuf." + "reason": "Python version compatibility issue vs DeepseekV3MoE implementation divergence are separate problems." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Different code paths: LW-DETR AMP crash vs flash-attention integration crash on sink-less models." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43065", + "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Dummy layer definition and RT-DETR memory release are unrelated." + "reason": "SigLIP2 wrong results and RT-DETR memory leak are different model issues with different symptoms." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both are v5 regressions, but one is generation output mismatch and the other is serialization behavior; not the same defect." + "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same defect." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Category-limit runtime error vs stale warning in paged generate are unrelated." + "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Different Gemma4 issues: flash-attention s_aux handling vs device mismatch in forward." + "reason": "MLukeTokenizer AttributeError is a different failure from Wav2Vec2 save/tokenization issues." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Tokenizer special-token registration vs Qwen3.5 recurrent-state cache handling are unrelated." + "reason": "Both involve quantization, but Qwen3Moe FP8 config failure and quantized model saving failure are distinct bugs." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Eval-mode dtype change and checkpointing-in-eval are separate problems." + "reason": "Unsupported feature-extractor arg and Qwen video-input regression are different model/input-path issues." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Pipeline output nesting and Trainer broadcast NoneType error are different failures." + "reason": "Gemma-3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44186", + "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers/models and different failure surfaces: NER padding/truncation crash vs save_pretrained/tokenization failure." + "reason": "torch.export.export / torch_compilable_check issue does not match Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Different components and regressions: feature extractor center arg vs video input regression in Qwen VL models." + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "SigLIP2 inference corruption and RT-DETR memory leak are unrelated." + "reason": "Both touch vision-language models, but MacOS CLIP bus error and SigLIP2 docs/model-processor mismatch are different bugs." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Wrong decoder type and ignoring tokenizer.json are both tokenizer-related but not the same underlying bug." + "reason": "Runtime special-token post-processing update bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Different tokenizer/model paths and different errors; no shared root cause." + "reason": "Error-message clarity for LayoutLMv3 is unrelated to TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "EOS-token config inconsistency and flash-attention generation regression are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different issues." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Model loading failure and Python 3.13 flash_attn import KeyError are different problems." + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "torch.export check failure is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "OmDet-Turbo processor input-size mismatch is not a duplicate of RT-DETR memory retention." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Both involve quantization, but one is FP8 config failure and the other is quantized-model saving." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Runtime post-processor update and Gemma3 NaN embeddings are unrelated." + "reason": "Smollm3 RoPE-layer dropout and DeepseekV3MoE divergence are different model implementation bugs." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Different model families and defects: RoPE-layer dropping vs DeepSeekV3MoE divergence." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a high level, not the same bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "FlashAttention 2 test failures and void segmentation-map processing are different issues." + "reason": "Gemma4 processor import failure due to ReasoningEffort and Gemma4Processor _tokenizer missing are separate loading/serve failures." } ] }, @@ -8425,282 +8486,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:29127", "issue:29942", "issue:32090", - "issue:33290", "issue:33357", - "issue:34567", - "issue:35141", "issue:36010", - "issue:39692", + "issue:41720", "issue:42490", "issue:42915", - "issue:43257", "issue:43262", "issue:43278", + "issue:43329", "issue:43334", "issue:43381", + "issue:43441", "issue:43526", "issue:43531", "issue:43575", + "issue:43646", "issue:43653", "issue:43701", + "issue:43723", "issue:43761", "issue:43824", "issue:43873", "issue:43931", + "issue:44062", + "issue:44077", "issue:44186", "issue:44206", "issue:44279", + "issue:44387", "issue:44442", - "issue:44464", - "issue:44610", - "issue:44625", + "issue:44554", "issue:44743", "issue:44811", "issue:44857", "issue:44977", "issue:45072", "issue:45103", + "issue:45229", "issue:45245", "issue:45372", - "issue:45412", "issue:45440", - "issue:45491", - "issue:45584", + "issue:45588", "issue:45593", "issue:45834", - "issue:45859" + "issue:45859", + "issue:45907" ], "soft_pairs": [ - "issue:33357|issue:39692", - "issue:43257|issue:43278", - "issue:29127|issue:34567", "issue:42490|issue:43873", - "issue:32090|issue:33290", - "issue:44610|issue:45412", - "issue:45440|issue:45593", - "issue:43824|issue:44279", + "issue:43278|issue:43575", + "issue:43723|issue:44554", "issue:43653|issue:44442", + "issue:45103|issue:45372", "issue:43381|issue:43701", + "issue:41720|issue:45229", "issue:43761|issue:45859", "issue:43526|issue:45834", - "issue:45103|issue:45372", - "issue:43526|issue:44186", + "issue:45440|issue:45593", + "issue:43278|issue:43329", "issue:29942|issue:36010", - "issue:29127|issue:33357", - "issue:44625|issue:45584", - "issue:29127|issue:35141", + "issue:32090|issue:33357", + "issue:43526|issue:44186", "issue:43334|issue:43531", - "issue:44464|issue:45491", + "issue:43824|issue:44279", "issue:44977|issue:45245", + "issue:43526|issue:44857", "issue:44442|issue:45072", - "issue:42915|issue:43931", "issue:43262|issue:44206", - "issue:43526|issue:44857", "issue:42490|issue:43381", + "issue:42915|issue:43931", "issue:43575|issue:43701", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43646|issue:44077", + "issue:43575|issue:44387", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "e40b762a77f3344e947354ce1e0b3fa67456a0570c3557061e8a8a2dedd556fe", + "prepared_review_unit_hash": "47f1fd3e6eafcfcdaec0308c785200e38e253236c4ffa5a75ab0fd07223a6d41", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35482, - "estimated_input_tokens": 8871, - "estimated_eval_tokens": 17998 + "serialized_chars": 35445, + "estimated_input_tokens": 8862, + "estimated_eval_tokens": 17980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share only broad themes (Qwen, processors, loading, training) but not the same concrete bug or change. I would not merge any of these pairs as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are mostly unrelated bugs across different models, processors, and trainer/runtime paths, so there is no clear duplicate hub.", + "summary": "This set is a grab-bag of unrelated Transformers issues with only superficial lexical overlap (tokenizers, flash attention, Qwen, OOM, import errors). I do not see any true duplicate pairs; all soft links look like false positives.", + "confidence": 0.9, + "canonical_issue_reason": "No obvious duplicate canonical exists because the cluster is heterogeneous. If one issue must anchor the set, issue 43873 is the most central by activity/inbound references and has the broadest user impact among the items.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; issue 43824 is well-scoped and concrete, but the cluster is too heterogeneous for it to serve as a canonical anchor.", + "best_issue_reason": "Issue 43873 is the best single issue to keep as a representative anchor: it is active, well-discussed, and describes a concrete regression with external interest. Still, it is not a semantic match for most other items here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "Both involve multimodal/model-loading problems, but one is a MacOS bus error for a community CLIP model and the other is a documentation example/model-processor mismatch with quantization failure; not the same bug." - }, - { - "left": "issue:43257", - "right": "issue:43278", - "accept": false, - "reason": "Different failure modes: MOE weights not converted under accelerate+deepspeed versus embedding dtype drifting from BF16 to FP32 during evaluation." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 box-info error messaging and TrainerState token counting are unrelated code paths." - }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning for local models is unrelated to quantization/offloading behavior." + "reason": "Different bugs: path-trailing-slash import warning vs quantization/offloading behavior." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Trainer NoneType broadcast failure and AdaFactor/deepspeed OOM are distinct runtime issues." + "reason": "Different models and failure modes: dtype drift in eval vs tensor-parallel OOM on load." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Processor/model input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release on deletion." + "reason": "Tokenizer loading error and an MPS attention correctness issue are unrelated." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "Both involve tokenizers, but one is a special-token registration bug and the other is an AutoTokenizer load failure for a different tokenizer." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Specific missing Qwen2_5_VLForConditionalGeneration import is not the same as a generic dependency issue." + "reason": "Unrelated import/runtime issues: auto_docstring annotations vs mistral_common ReasoningEffort import." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer load failure are different tokenizer bugs." + "reason": "Different training-state bugs: gradient checkpointing in eval mode vs checkpoint key mismatch." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer issues." + "reason": "Both are GPU inference problems, but one is a cudaErrorAssert on Qwen3 auto device mapping and the other is a multi-GPU OOM on Gemma4." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility do not share the same code path." + "reason": "Different subsystems: CLIP vision hidden states regression vs Qwen3 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "Both are vision/OCR related, but one is a label-reduction bug and the other is a long-input index error." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Auto-docstring annotation crash and Gemma 4 processor import failure are unrelated." + "reason": "Different change requests: DeepseekV3MoE parity divergence vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Both are processor/tokenization bugs, but one is BeitImageProcessorFast label reduction and the other is LayoutLMv2Tokenizer NER/padding crashes; different implementations and symptoms." + "reason": "Embedding dtype mismatch and multimodal token counting are unrelated bugs." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." + "reason": "FlashAttention test failures and a GenerationMixin import error are distinct issues." }, { - "left": "issue:29127", + "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are different bugs despite both touching processing/output behavior." + "reason": "Trainer broadcast TypeError and MacOS bus error on a CLIP model are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "A diagnostic message issue in LayoutLMv3 is unrelated to embedding reinitialization after resize in post_init." + "reason": "Different tokenizer/processor failures on different models; not the same underlying bug." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config and sliding_window behavior in Qwen3-MoE are different configuration bugs." + "reason": "Both touch Qwen3, but one is a missing pad_token_id on VL loading and the other is a sliding_window bug in MoE." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings in mixed-length batches are distinct numerical/attention issues." + "reason": "Specific import error for a model class vs a generic dependency issue; too broad to be the same bug." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and the 2^24 category limit runtime error are unrelated." + "reason": "Unrelated failures: flash-attention generation regression vs category-count runtime limit." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Processor label handling and LwDetrImageLoss AMP crash are different code paths." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch in inference are different problems." + "reason": "Tokenizer loading failure and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default and unsupported center arg in a feature extractor are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on local paths does not match gradient-checkpointing eval-mode behavior." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen loading issues, but one is a FineGrainedFP8Config failure and the other is a weight-shape mismatch for Qwen3-VL; not the same concrete bug." + "reason": "Different model families and symptoms: FineGrainedFP8Config failure vs weight-shape mismatch." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor center-arg crash are separate audio-processing bugs." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and LwDetrImageLoss AMP/CUDA crash do not overlap." + "reason": "Tokenizer AddedToken duplication and hub revision forwarding are separate API bugs." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different model families and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Import warning for local paths and gradient checkpointing eval-mode restrictions are unrelated." + "reason": "General custom model init breakage is not the same as the patchtsmixer post_init policy issue." }, { "left": "issue:43575", - "right": "issue:43701", + "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel OOM for a Qwen2-57B model and checkpoint key mismatch are unrelated." + "reason": "Both are OOM-related, but one is TP loading OOM and the other is increased reserved memory under int4 quantization." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3_5 recurrent-state reset logic and Whisper batch_decode skip_special_tokens handling are different model-specific bugs." + "reason": "Different behavior domains: Qwen3.5 recurrent cache handling vs Whisper batch_decode special-token handling." } ] }, @@ -8722,297 +8783,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", "issue:33290", + "issue:33357", "issue:34567", "issue:34689", "issue:35141", "issue:36010", + "issue:38175", "issue:41628", - "issue:42490", "issue:42907", - "issue:43232", "issue:43316", "issue:43381", - "issue:43388", - "issue:43441", "issue:43493", "issue:43525", - "issue:43575", + "issue:43550", "issue:43611", "issue:43643", - "issue:43646", "issue:43720", - "issue:43723", - "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", - "issue:44062", - "issue:44077", "issue:44079", "issue:44188", - "issue:44387", + "issue:44190", "issue:44442", + "issue:44464", "issue:44479", + "issue:44496", + "issue:44568", "issue:44743", "issue:44871", "issue:44898", "issue:44913", - "issue:45003", + "issue:44964", + "issue:44977", "issue:45216", "issue:45290", "issue:45372", "issue:45440", "issue:45479", - "issue:45588", + "issue:45491", + "issue:45584", "issue:45698", "issue:45759", - "issue:45803", - "issue:45907" + "issue:45803" ], "soft_pairs": [ - "issue:44062|issue:45907", - "issue:43232|issue:43388", - "issue:43575|issue:44387", - "issue:43646|issue:44077", - "issue:43761|issue:44079", - "issue:43441|issue:45588", - "issue:45003|issue:45440", - "issue:44442|issue:45803", - "issue:43723|issue:45479", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", "issue:44479|issue:45290", - "issue:43761|issue:44188", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:44442|issue:45803", "issue:43316|issue:43525", + "issue:43761|issue:44079", "issue:44442|issue:44898", - "issue:33290|issue:34567", - "issue:42490|issue:44743", + "issue:28218|issue:29127", "issue:42907|issue:45698", + "issue:33290|issue:34567", "issue:34689|issue:43611", - "issue:33290|issue:35141", - "issue:33290|issue:34689", - "issue:43381|issue:43873", "issue:43931|issue:45216", + "issue:43381|issue:43873", "issue:43493|issue:43827", - "issue:44077|issue:44479", + "issue:43761|issue:44188", + "issue:43550|issue:44743", "issue:43720|issue:44442", "issue:43316|issue:45759", "issue:41628|issue:45372", "issue:43643|issue:44913", - "issue:43749|issue:43931", + "issue:44568|issue:45479", + "issue:32090|issue:33290", "issue:34689|issue:36010", - "issue:43873|issue:44871" + "issue:43873|issue:44871", + "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "bb46484e2bdeaf964227c26dfcef48cda6a3910fcd4345ed298691ab852d27d6", + "prepared_review_unit_hash": "91bed33f055122fc9f6963fea9a243770cf8e813ae9b2af2e1f0319af4afc455", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36916, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "soft_pair_count": 28, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated regressions, API breaks, loading/saving bugs, and docs issues. No soft pair looks like the same underlying bug/change, so all candidate merges are rejected.", - "confidence": 0.87, - "canonical_issue_reason": "No true duplicate cluster is evident; if a representative issue is needed, issue 43873 is the strongest signal item because it is open, broadly user-facing, and has the most inbound references/discussion.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, config, loading, training, quantization, and documentation problems. I do not see a true duplicate group or a safe canonical item for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items describe different underlying bugs across different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best standalone representative: active, high-impact, and clearly a real regression with multiple references.", + "best_issue_reason": "No strong global best issue. If one must be chosen, issue 44964 is the broadest generic loading regression report, but it is not representative of the full set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "Different bugs: tokenizer AddedToken argument collision vs a repo file listing API regression." - }, - { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Different code paths: generation kwarg sync issue vs metric gathering dropping tuple labels." + "reason": "Different bugs: LayoutLMv3 error-message clarity vs embedding resize/post-init reinitialization." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization reserved-memory growth." + "reason": "Both involve generation, but one is a Qwen3.5 flash-attention regression and the other is Whisper empty-transcription handling." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Related to initialization, but one is a broad v5 custom model init break and the other is a specific `patchtsmixer` post_init policy issue." + "reason": "Different failure modes and models: compiled chunked generation inconsistency vs Gemma3 NaN embeddings in mixed-length batches." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "One is CLIPVision hidden_states handling; the other is `ModelOutput` key assignment semantics." + "reason": "Both touch multimodal/chat paths, but one is a video-input regression and the other is a chat-template crash on tool-call messages." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Both touch flash attention, but they fail in different models and different branches of the integration code." + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." }, { - "left": "issue:45003", + "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Unrelated: unsafe `sys.modules` access vs a DeepSeekV3 implementation divergence." + "reason": "Unrelated bugs: Phi-4 multimodal loading regression vs DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to a bare `except` in Fuyu tensor conversion." - }, - { - "left": "issue:43723", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to a sequence-classification zero-loss bug." + "reason": "Tokenizer loading failure vs a tensor-conversion exception-handling bug in FuyuBatchFeature." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Different regressions: multimodal video input handling vs chat template tool-call tokenization." + "reason": "Both are config/API issues, but they concern different models and different missing fields." }, { "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "CLIPVision hidden_states bug is unrelated to attention-kernel divergence under `torch.compile`." - }, - { - "left": "issue:43316", - "right": "issue:43525", + "right": "issue:44079", "accept": false, - "reason": "Both are config/API discrepancies, but they concern different models and different missing fields." + "reason": "Different layers: CLIPVisionModel hidden_states output bug vs generic ModelOutput key assignment behavior." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer auto-loading failure is unrelated to Perceiver image-resolution interpolation failure." - }, - { - "left": "issue:33290", - "right": "issue:34567", - "accept": false, - "reason": "OOM in DeepSpeed Adafactor is unrelated to `num_input_tokens_seen` not updating." + "reason": "Tokenizer load failure and Perceiver image-size interpolation failure are unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Local-path import warning is unrelated to recurrent state reset in Qwen3.5 cache usage." + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message issue; no shared underlying defect." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models is different from loading the wrong custom module after save/load." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different serialization problems." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Both are model-loading regressions, but they are version- and cause-specific and not the same bug." + "reason": "OOM with Adafactor in DeepSpeed is unrelated to TrainerState token-count tracking." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "OOM from optimizer usage is unrelated to embedding reinitialization during `post_init`." + "reason": "Both are loading regressions, but one is a model-specific Llama vision break and the other is a general base_model_prefix issue." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Different failure modes: training OOM vs model-loading breakage for a specific Llama vision model." + "reason": "Shape-mismatch loading failure vs incorrect checkpoint saving; related domain but not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization offloading." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate concerns." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Weight-shape mismatch on load is different from a bad checkpoint produced by `save_pretrained`." + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline APIs are unrelated." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Model implementation discrepancy is unrelated to docs still referencing removed pipeline APIs." + "reason": "Different code paths: CLIPVisionModel output bug vs attention-kernel divergence under torch.compile." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "A `post_init` policy issue is unrelated to the video-input regression in Qwen VL models." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to recurrent-state reset in Qwen3.5 modules." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2ConformerTokenizer auto-loading." + "reason": "Accelerate loading of packed BitNet weights vs AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to `from_config` not unwrapping `text_config` for Qwen multimodal configs." + "reason": "Both concern config handling, but they affect different architectures and different unwrapping behavior." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are ImportErrors, but they involve different imports, packages, and loading paths." + "reason": "Different import failures: missing transformers export vs missing mistral_common symbol for Gemma 4 processor loading." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with `trust_remote_code` is distinct from `rotary_pct` not persisting on reload." + "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload regression are different persistence bugs." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to the single-label-classification zero-loss issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is unrelated to a Qwen3-VL shape mismatch on model load." + "reason": "Unsupported NoneType broadcast and DeepSpeed Adafactor OOM are unrelated training/runtime errors." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Different import/load regressions: a specific Llama vision loading break vs missing `GenerationMixin` import." + "reason": "Different import/load regressions affecting different symbols and APIs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to an EOS token config inconsistency in Gemma-3." + "reason": "Quantization offloading behavior and Gemma3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script vs unrecognized model/config loading are different issues." } ] }, @@ -9034,18 +9081,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", + "issue:29127", "issue:33290", - "issue:36331", + "issue:33357", + "issue:34689", + "issue:35141", "issue:41950", "issue:42175", "issue:42617", "issue:43065", + "issue:43232", "issue:43295", "issue:43316", "issue:43388", @@ -9060,18 +9109,15 @@ "issue:43606", "issue:43646", "issue:43673", - "issue:43688", "issue:43701", "issue:43742", "issue:43761", "issue:43825", "issue:44077", "issue:44162", - "issue:44190", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", "issue:44617", "issue:44743", "issue:44792", @@ -9083,227 +9129,235 @@ "issue:45137", "issue:45200", "issue:45584", + "issue:45656", "issue:45698" ], "soft_pairs": [ - "issue:33290|issue:36331", - "issue:44190|issue:44496", + "issue:44077|issue:44479", "issue:44855|issue:45137", + "issue:29127|issue:33357", "issue:43540|issue:44514", + "issue:33290|issue:34689", + "issue:33290|issue:45656", "issue:43316|issue:44877", - "issue:43065|issue:44617", "issue:42175|issue:43316", - "issue:25251|issue:28282", - "issue:43295|issue:43825", "issue:43404|issue:43441", - "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:25251|issue:28282", "issue:44162|issue:44792", - "issue:43388|issue:43688", - "issue:44077|issue:44534", - "issue:16998|issue:22355", "issue:43550|issue:43701", + "issue:41950|issue:43475", "issue:43606|issue:43701", "issue:44871|issue:45584", - "issue:41950|issue:43475", - "issue:43761|issue:44479", "issue:43295|issue:44871", "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43232|issue:43388", + "issue:33290|issue:35141", + "issue:43761|issue:44479", "issue:42617|issue:43575", - "issue:43575|issue:43742", "issue:43452|issue:44496", + "issue:43575|issue:43742", "issue:43646|issue:44913", - "issue:43504|issue:45698" + "issue:43504|issue:45698", + "issue:43673|issue:44743" ], - "prepared_review_unit_hash": "fc2ffce13f45d2c39d624aa0b57ecbff5bc9b677a417635fa5daaec6ea81a59f", + "prepared_review_unit_hash": "640c77140d8ccdd10e621615bd58f93d31893681f88d51280377912b0481e4c0", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35676, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "soft_pair_count": 28, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone issues across training, loading, generation, multimodal, and config code paths. None of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45698 is the strongest representative issue here: it is open, has active discussion, and describes a concrete, user-facing from_pretrained/save_pretrained loading regression with a clear reproduction path.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues spanning pipelines, configs, multimodal processors, generation, DeepSpeed, and model loading. The soft-similarity links are mostly superficial and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate exists here; the apparent similarities are broad subsystem overlap rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best issue candidate because it targets a specific core model-loading path, has ongoing activity, and is actionable for triage/repair.", + "best_issue_reason": "If one issue must anchor the cluster, it should be a broad, user-facing regression like a pipeline or loading failure\u2014but none of these are strong enough to serve as a true duplicate umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Different failures: DeepSpeed/Adafactor OOM versus CustomTrainer signature mismatch." + "reason": "Different models and failure modes: optional post_init policy vs video input regression." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Unrelated bugs: local dataset loading in an example script versus model config/type resolution." + "reason": "Python 3.13 import parsing error is unrelated to a DeepSpeed ZeRO3 deque failure." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Different code paths and symptoms: Python 3.13 import/parsing failure versus ZeRO3 deque error." + "reason": "Different subsystems and symptoms: LayoutLMV3 error messaging vs MacOS CLIP bus error." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve video/multimodal inputs, but one is Qwen3OmniMoe video processing and the other is batched chat templating padding behavior." + "reason": "Both involve multimodal/video processing, but the bugs are different code paths and model families." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Both touch config APIs, but one is a Gemma3TextConfig discrepancy and the other is strict loading of granite_speech config; not the same bug." + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 vision model loading regression." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM from Adafactor is not the same as double optimizer steps." + }, + { + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Same model family prefix, but one is a dummy Conv2d in Sam3PixelDecoder and the other is CUDA OOM in Sam3Video." + "reason": "Both are config-related, but they concern different models and distinct config validation problems." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Different subsystems: backend extra installation versus model config API mismatch." + "reason": "TensorFlow install/backend packaging issue is unrelated to Gemma3TextConfig API mismatch." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Pipeline output-shape change and missing PyTorch import are unrelated." + "reason": "Both touch Mistral-family models, but one is lm_head tying and the other is FlashAttention compatibility." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are regressions around processors/pipelines, but one is custom tokenizer/processor breakage and the other is an incorrect error message." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Different bugs in nearby model families: weight tying versus FlashAttention failure." + "reason": "Processor/tokenizer regression and pipeline error-message regression are different failures." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both mention cache/state, but they affect different models and different generation mechanisms." + "reason": "Top_k output-shape bug is unrelated to missing PyTorch import error." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage and a janus test failure are not the same issue." + "reason": "ESM2 breakage and a Janus test failure are unrelated model-specific issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics tuple truncation versus auxiliary-loss normalization." + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer initialization are separate issues." + "reason": "Pipeline processor selection bug is unrelated to a missing Sam3VisionEncoderOutput attribute." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Model max length question for DeBERTa-V3 is unrelated to missing transformers.onnx import." + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "torch.compile/SDPA OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "EOS token config inconsistency is not the same as Whisper empty-transcription generation failure." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "CPU offload device mismatch is a different failure mode from checkpoint key mismatch." + "reason": "Processor/tokenizer API regression and eos_token_id inconsistency are separate issues." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Both involve token/generation settings, but one is eos_token_id config inconsistency and the other is Whisper empty-transcription handling." + "reason": "LoRA merge with extended vocabulary collapse is unrelated to Gemma 4 token-type defaults." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Pipeline processor lookup bug and Sam3 vision encoder attribute error are different problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same underlying bug." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "CLIP hidden_states regression and Qwen video-input regression are unrelated." + "reason": "Generation kwargs sync bug is unrelated to metric gathering dropping tuple labels." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Custom processor/tokenizer regression and Gemma eos_token_id mismatch do not share the same concrete code path." + "reason": "DeepSpeed optimizer OOM is unrelated to embedding reinitialization after resize." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "LoRA merge/collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model paths." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel script failure and tensor-parallel OOM are different issues." + "reason": "3d_parallel launch failure and tensor-parallel OOM are separate parallelism issues." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "OOM when loading a large model with TP is not the same as a MobileLLM config KeyError." + "reason": "gguf_file/from_pretrained handling is not the same as missing model_type in config.json." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "GGUF tokenizer/model loading breakage and missing model_type in config.json are distinct loading errors." + "reason": "Tensor-parallel OOM and MobileLLM key error are unrelated loading failures." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformer 5 custom initialization breakage and GPTNeoX rotary_pct reload persistence are different bugs." + "reason": "Custom model initialization breakage is broader and distinct from GPTNeoXConfig rotary_pct reload regression." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field preset loading for Beit semantic segmentation is not the same as loading the wrong custom module after save_pretrained." + "reason": "Legacy preset field handling and wrong custom module loading are different save/load bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as recurrent state reset in modular_qwen3_5." } ] }, @@ -9325,15 +9379,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:32090", "issue:35141", "issue:41720", "issue:42490", "issue:43065", "issue:43335", - "issue:43388", + "issue:43540", + "issue:43550", "issue:43644", "issue:43761", "issue:43827", @@ -9343,7 +9397,7 @@ "issue:43994", "issue:44060", "issue:44077", - "issue:44079", + "issue:44112", "issue:44190", "issue:44242", "issue:44462", @@ -9358,18 +9412,17 @@ "issue:44792", "issue:44855", "issue:44871", + "issue:44877", "issue:44913", - "issue:44933", + "issue:44938", "issue:44964", "issue:44977", "issue:45127", "issue:45245", "issue:45290", "issue:45357", - "issue:45362", "issue:45381", - "issue:45406", - "issue:45563", + "issue:45542", "issue:45584", "issue:45588", "issue:45600", @@ -9377,232 +9430,231 @@ "issue:45907" ], "soft_pairs": [ - "issue:44734|issue:45406", - "issue:44617|issue:45584", "issue:43761|issue:44242", - "issue:32090|issue:35141", - "issue:43931|issue:44060", - "issue:45563|issue:45584", + "issue:44077|issue:44534", "issue:44464|issue:44871", "issue:44479|issue:44734", - "issue:43065|issue:44610", "issue:43906|issue:45290", - "issue:44521|issue:45381", + "issue:43065|issue:44610", + "issue:44617|issue:45584", "issue:44792|issue:44977", + "issue:43931|issue:44060", "issue:43827|issue:43994", - "issue:44464|issue:45563", "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:41720|issue:45245", - "issue:44933|issue:45362", "issue:44792|issue:45600", "issue:44855|issue:45588", - "issue:35141|issue:42490", - "issue:43388|issue:44079", "issue:45127|issue:45357", + "issue:44521|issue:45381", "issue:44737|issue:45803", "issue:44462|issue:45907", - "issue:44077|issue:44079", "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43976|issue:44855", "issue:43644|issue:44913", - "issue:43976|issue:44855" + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:44112|issue:45600" ], - "prepared_review_unit_hash": "21ca06a3dd72739437b53f6c63248c4b1cbd8b2602d67cf17c14cd52af5ae3f7", + "prepared_review_unit_hash": "3c9cec6954ea55ad5cf2a17eb9ec1c0e599ae4266f207b5aca45b31c5aa068d3", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36609, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports that only share broad transformer/model-loading themes. I would anchor the cluster on the v5 non-persistent-buffer regression report, and reject all listed soft duplicate links as too semantically distant or too underspecified to merge safely.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43644 is the clearest umbrella report for a concrete v5 regression affecting non-persistent buffers; it is broad, specific, and central enough to serve as the representative issue.", + "summary": "This cluster is mostly a loose lexical group of unrelated issues, not a true duplicate set. I would not merge any soft pair; if forced to choose an anchor, issue 44534 is the broadest regression-style report in the group.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44534 is the broadest, most generic regression report in the set and is the least bad anchor, but the cluster is still not a real duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest standalone representative because it describes a concrete framework-wide regression rather than a model-specific symptom or a downstream effect.", + "best_issue_reason": "issue:44534 is the most representative placeholder for the cluster\u2019s recurring v5/regression theme, though it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Different failures: KV-cache continuation tensor indexing in serve vs a missing _tokenizer attribute in Gemma4Processor." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated models and symptoms: Sam3Video CUDA OOM vs Whisper empty transcription after align_special_tokens." - }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "One is CLIPVision hidden_states being None; the other is router/load-balancing loss omission in a MoE model. Not the same bug." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to embedding resizing/post_init reinitialization." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Weight-shape mismatch while loading Qwen3-VL is not the same as a tied-weights warning incorrectly linking dt_bias." + "reason": "Different bugs: CLIPVision hidden_states regression vs MoE load-balancing loss omission." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." + "reason": "One is about optional post_init being disallowed; the other is about non-persistent buffers being initialized with junk." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma eos_token_id config mismatch are different problems." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to an eos_token_id config mismatch." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation, but one is a video-input regression in Qwen VL models and the other is a serve KV-cache continuation crash." + "reason": "Video-input regression in Qwen VL models is a different code path from KV-cache continuation tensor indexing in serve." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model image-size mismatch." + "reason": "A reproduction of an older issue is not the same as the assistant tool-call crash; no concrete bug match." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "The reproduction issue lacks enough concrete overlap; apply_chat_template tool-call crashes are a different failure mode." + "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch are separate problems." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template are distinct from wrong vision_position_ids in Qwen2.5-VL video input." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are not the same code-path bug." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different models and failure modes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs under AutoModel/pipeline." + "reason": "Weight-shape mismatch on load is not the same as an incorrect tied-weights warning." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale warning about num_return_sequences." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "A v5 non-persistent-buffer junk regression is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Both mention state/config behavior, but non-persistent buffer junk and rotary_pct reload reset are different root causes." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a no-trainer script is not the same as loading a multimodal model failing in latest transformers." + "reason": "Local dataset loading in a training script is unrelated to a model-loading compatibility problem." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert is unrelated to the 2^24 category-count limit." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and stale auto_mappings references to removed configs are different issues." + "reason": "A Janus generation test failure is not the same as CI breakage from removed Sam3LiteText mappings." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Embedding reinitialization in post_init is unrelated to a local-path trailing-slash import warning." + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention handling of s_aux=None." }, { - "left": "issue:43388", - "right": "issue:44079", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "A gather_for_metrics truncation bug is unrelated to ModelOutput key assignment when a field was previously None." + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys are distinct save/load bugs." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual-encoder keys saved by Qwen3.5." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids are both multimodal, but not the same bug." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and a bare-except swallowing KeyboardInterrupt are unrelated." + "reason": "CPU tensor creation in XLNet and a bare except swallowing errors in FuyuBatchFeature are unrelated." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "patchtsmixer post_init policy is unrelated to ModelOutput key assignment semantics." + "reason": "Sparse-layer creation in SwitchTransformersConfig and a Python 3.13 indentation/parsing import error are unrelated." }, { - "left": "issue:43335", + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure does not match a local dataset-loading script issue." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure and undefined tf backend from tensorboard-only installs are different environment problems." + }, + { + "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config creating a sparse layer at zero sparse layers is unrelated to the DebertaV2 Python 3.13 parsing error." + "reason": "Both are Python-version-related, but Python 3.9/3.10 support and Python 3.13 script parsing fail for different reasons." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "A framework-wide v5 non-persistent-buffer regression is unrelated to GPTNeoX rotary_pct persistence." + "reason": "Non-persistent buffer junk and rotary_pct silently resetting on reload are different serialization/state bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and GraniteSpeech strict config loading are separate config-validation issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinitialization and local-model path trailing-slash import warning are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale device override and Sam3LiteText auto_mappings breakage are different CI failures." } ] }, @@ -9624,311 +9676,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36246", "issue:38175", "issue:38617", - "issue:39692", "issue:41628", "issue:41950", - "issue:42175", "issue:42490", "issue:42907", "issue:43065", + "issue:43116", "issue:43295", "issue:43335", + "issue:43388", "issue:43404", "issue:43441", "issue:43479", - "issue:43540", - "issue:43550", "issue:43643", "issue:43650", + "issue:43673", + "issue:43688", "issue:43854", - "issue:43976", "issue:44016", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", - "issue:44279", + "issue:44336", + "issue:44464", "issue:44466", "issue:44496", "issue:44561", "issue:44683", "issue:44734", "issue:44913", - "issue:44938", + "issue:44933", "issue:44964", - "issue:44987", "issue:45003", "issue:45216", "issue:45245", "issue:45276", + "issue:45362", "issue:45375", "issue:45446", - "issue:45542", + "issue:45563", "issue:45584", "issue:45600", "issue:45632", "issue:45803" ], "soft_pairs": [ - "issue:44938|issue:45542", - "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:44112|issue:45600", - "issue:43335|issue:44190", "issue:43650|issue:44220", - "issue:45276|issue:45584", + "issue:43335|issue:44190", "issue:44496|issue:45803", - "issue:39692|issue:44190", + "issue:43116|issue:44190", + "issue:45276|issue:45584", "issue:45245|issue:45584", - "issue:43295|issue:45276", - "issue:41950|issue:44016", "issue:43479|issue:45375", "issue:36246|issue:41628", - "issue:36246|issue:38617", + "issue:43295|issue:45276", + "issue:44464|issue:45563", "issue:44186|issue:44734", "issue:38175|issue:43065", - "issue:42175|issue:44279", "issue:44683|issue:45446", - "issue:44016|issue:44220", "issue:44466|issue:44913", + "issue:44933|issue:45362", "issue:43404|issue:45216", "issue:44246|issue:45003", "issue:44734|issue:45632", "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:45563|issue:45584", "issue:43643|issue:44496", "issue:42490|issue:45632", "issue:44964|issue:45600", + "issue:41950|issue:44016", "issue:44112|issue:44964", "issue:43854|issue:44964", "issue:42907|issue:43441", - "issue:43976|issue:44987" + "issue:43673|issue:44336", + "issue:43388|issue:43688", + "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "808b39d7c3fc81174cc9abbc4719d3a502b4cdf1e3f67571b30916dbae65abc9", + "prepared_review_unit_hash": "5438f46c73ff8e57fb0bdc4ca5f1e515d517bbb2eceded09dc257d0c08954933", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37304, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "soft_pair_count": 31, + "serialized_chars": 37085, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it groups several unrelated import, config, model-loading, and runtime-regression reports, but none of the soft-linked pairs look like the same underlying bug/change.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 41628 is the broadest import/export regression in the set ('Cannot import name AutoImageProcessor'), so it is the closest anchor for the import-related failures, though the overall cluster is still not a true duplicate group.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import/load regressions, generation issues, or config bugs, but none look like the same concrete defect. I would not collapse any of the soft edges, and there is no PR evidence in the cluster.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the strongest standalone triage candidate: it is a concrete, reproducible latest-transformers model-load failure with a specific model and clear user impact.", + "best_issue_reason": "issue:44964 is the clearest, well-scoped user-facing bug report in the set, but it is not a true duplicate anchor for the rest of the cluster; the cluster is too mixed to have a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Different failure modes: Python 3.14 import/load breakage vs an undefined TensorFlow backend caused by installing only tensorboard." + "reason": "Unrelated: a generic data request vs an audio feature extraction bug." }, { - "left": "issue:43550", + "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "One is a Bamba SDPA/torch.compile bug; the other is a local dataset loading failure in an example script." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers-serve KV-cache continuation indexing." + "reason": "Different failures: SwitchTransformers sparse-layer init vs local dataset loading." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Both mention CI, but the bugs are unrelated: a GraniteSpeech device-override test vs stale auto-mapping references to removed configs." + "reason": "Different code paths: model config loading vs bare except in tensor conversion." }, { - "left": "issue:43335", + "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer initialization is unrelated to the image-classification local dataset loading issue." + "reason": "Different issues: empty multi-label classification outputs vs loading a local dataset." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "The titles are too generic to link; one is an unspecified data request, the other is a specific fbank feature extraction bug." + "reason": "Different bugs: resize_token_embeddings/tied weights vs Whisper empty transcription handling." }, { - "left": "issue:45276", + "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different models and subsystems: Gemma4 embedding resize behavior vs Whisper generation after align_special_tokens." + "reason": "Category-limit runtime error is unrelated to Whisper generation on empty transcription." }, { - "left": "issue:44496", - "right": "issue:45803", - "accept": false, - "reason": "Unrecognized model/config loading is unrelated to the bare-except bug in FuyuBatchFeature tensor conversion." - }, - { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "A documentation-example bug for SigLIP2 is not the same as a dataset-loading problem in an example script." + "reason": "Both are config bugs, but on different multimodal models and different missing fields." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Category-count runtime error and Whisper empty-transcription failure are unrelated." + "reason": "Both are import errors, but they involve different missing symbols and different root causes." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both are regressions, but they affect different APIs and models: processor/tokenizer handling vs Gemma4 token embedding resizing." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to a notebook syntax error." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Both are config-field issues, but they involve different models and different missing/defaulted fields." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they are different missing symbols in different modules and do not indicate the same bug." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Different missing imports in different modules; no shared code-path evidence." + "reason": "Generation inconsistency with compiled forward is not the same as a stale warning message." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation are unrelated to serve KV-cache tensor indexing." + "reason": "Different crashes in different layers: tokenizer padding/NER vs serve KV-cache tensor indexing." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "A zero-probability model-output issue is unrelated to a dummy Conv2d implementation in Sam3PixelDecoder." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "A packaging/backend-dependency complaint is too broad to be the same as a generic dependency issue." + "reason": "Siglip2 zero-probabilities and Sam3PixelDecoder dummy-conv issues are unrelated." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is a compiled-kernel failure on torch >=2.9 while the other is a version-check/import-gate bug; not the same concrete fix." + "reason": "FlexAttention compile failure on torch 2.9 is different from an import version-check bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + "reason": "Serialization/tied-weights behavior is unrelated to GPTNeoX rotary_pct reloading." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Serialization/tied-weights behavior is a different issue from GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Missing image_utils import and Qwen3.5 chat crash are different failures." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different models and symptoms: untied lm_head weights in Mistral3 vs incorrect save_pretrained checkpointing for Qwen3.5." + "reason": "Both touch weight tying/saving, but they are different models and different failure modes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import and unsafe sys.modules access may be related in spirit, but there is no evidence they are the same bug or fix." + "reason": "Slow import timing and unsafe sys.modules access are not the same bug." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both touch trust_remote_code, but one is a removed-helper regression and the other is a local cache-path collision; different code paths." + "reason": "Different trust_remote_code issues: removed helper API vs local cache path collision." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate missing-export problems for different symbols, not one underlying import bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning and a generation failure after align_special_tokens are not the same defect." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is not the same as an unrecognized model due to missing model_type." + "reason": "trust_remote_code field-loss in AutoConfig is unrelated to OLMo-Hybrid being unrecognized." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Path-with-trailing-slash warning and cache-path collision for same leaf names are different path-handling bugs." + "reason": "Trailing-slash warning on local model load is different from leaf-name cache collision." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A Phi-4 multimodal load failure is unrelated to CI breakage from removed Sam3LiteText references." + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are separate issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI test failure is unrelated to a Phi-4 multimodal model-load failure." + "reason": "CI device-override test instability is not the same as Phi-4 multimodal model loading." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-load failures, but they involve different models and likely different root causes; not mergeable as one PR/bug." + "reason": "Both are model-loading problems, but they affect different models and code paths." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral-3 are separate problems." + "reason": "Saving dequantized models and FlashAttention failures are unrelated." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A Python version compatibility issue is unrelated to a specific model-loading failure on transformers>=5.1.0." + "reason": "Chunked-prefill cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` failure have no shared code path." } ] }, @@ -9950,11 +9995,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:32090", + "issue:35141", "issue:38175", "issue:39692", "issue:41950", + "issue:42175", "issue:43295", "issue:43299", "issue:43381", @@ -9964,7 +10012,6 @@ "issue:43531", "issue:43577", "issue:43650", - "issue:43673", "issue:43824", "issue:43854", "issue:43901", @@ -9974,21 +10021,20 @@ "issue:44075", "issue:44242", "issue:44279", - "issue:44336", "issue:44351", "issue:44368", + "issue:44462", "issue:44496", - "issue:44521", "issue:44617", "issue:44683", "issue:44779", "issue:44933", "issue:45020", "issue:45042", + "issue:45081", "issue:45200", "issue:45216", "issue:45278", - "issue:45325", "issue:45335", "issue:45357", "issue:45405", @@ -10002,251 +10048,251 @@ ], "soft_pairs": [ "issue:43295|issue:45335", - "issue:44016|issue:44062", - "issue:43673|issue:44336", "issue:43531|issue:45600", + "issue:42175|issue:44279", "issue:43526|issue:43901", "issue:44496|issue:45042", - "issue:43824|issue:44933", "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:45335|issue:45584", - "issue:43976|issue:44279", "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:43299|issue:45357", "issue:44496|issue:45759", - "issue:44521|issue:45325", - "issue:44351|issue:45278", - "issue:44242|issue:45200", "issue:43976|issue:45405", + "issue:44242|issue:45200", "issue:41950|issue:45020", + "issue:44351|issue:45278", "issue:43479|issue:43525", + "issue:44016|issue:44062", + "issue:43824|issue:44933", "issue:44779|issue:45812", - "issue:38175|issue:44617", "issue:41950|issue:45823", - "issue:43577|issue:45216", "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:38175|issue:44617", "issue:39692|issue:43901", - "issue:44279|issue:45405", "issue:43299|issue:43854", + "issue:32090|issue:35141", + "issue:44279|issue:45405", + "issue:41950|issue:43650", "issue:43295|issue:44779", - "issue:41950|issue:43650" + "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "dce9509f3998a3a96d1c0b22e2b0d59a33a62493286600a929a56cbf163ee1bc", + "prepared_review_unit_hash": "82d9af8912fd47b742e0f4a7e55932616bc2be36c9a41738a73bc10443bb91c6", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36318, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "serialized_chars": 37014, + "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 a loose mix of unrelated v5/v5.x regressions, model-loading/config bugs, tokenizer/processor issues, and a few docs/import problems. The titles are superficially similar, but the underlying code paths differ, so these should stay separate.", + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly model-specific regressions and docs/import bugs. I found no soft-edge pair that looks like the same underlying bug or change.", "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the broadest and most representative regression report in the set ('recent transformers versions break models using remote_code'), so it is the best single issue to anchor the cluster even though it is not a true duplicate of the others.", + "canonical_issue_reason": "Issue #45020 is the broadest and most well-correlated report in the set (strong discussion/references), so it is the best representative if one must be chosen, but the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best captures the dominant theme of recent-version breakage and is the most reusable summary issue for this cluster.", + "best_issue_reason": "#45020 has the clearest regression framing and the strongest external corroboration, making it the best overall issue candidate in an otherwise heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both are regressions, but one is about processor.tokenizer/image inputs and the other is about resize_token_embeddings not updating decoder.embed_tokens in t5gemma; different code paths." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "A notebook syntax error and a tokenizers.AddedToken keyword-argument TypeError are unrelated bugs." + "reason": "Different bugs: processor/tokenizer regression vs embedding resize propagation in T5Gemma." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Chunked-prefill cache handling and ANSI color output in loading_report are separate subsystems with different failure modes." + "reason": "Unrelated areas: Qwen3-MoE sliding window behavior vs removed Sam3LiteText config mappings." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and auto_mappings referencing removed configs are not the same bug." + "reason": "One is a missing backend dependency in extras; the other is a generic dependency complaint." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is a processor bug; return_all_scores is a documentation/behavior mismatch." + "reason": "Different subsystems: image processor label reduction vs text-classification docs wording." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading and PIL image processors wrongly requiring torchvision are distinct issues." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "These are both import errors, but they involve different missing symbols in different modules." + "reason": "Config/model-type resolution issue vs PIL processor torchvision dependency regression." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "One is a model-loading regression for Qwen3VL MoE; the other is a save_pretrained checkpoint regression for Qwen3.5." + "reason": "Different code paths: model loading fails in Qwen3VL MoE vs save_pretrained checkpoint contents for Qwen3.5." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args being ignored and a tie_word_embeddings warning during LoRA fine-tuning are unrelated." + "reason": "SGD argument handling bug is unrelated to the tie_word_embeddings warning on Qwen models." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "A t5gemma embedding resize bug and Whisper empty-transcription failure after align_special_tokens are different code paths." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python-version support problems and a generic dependency issue are not the same underlying defect." + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE aux-loss behavior when denoising is off are unrelated training behaviors." + "reason": "Gradient-checkpointing eval-mode behavior is not the same as missing auxiliary losses in D-FINE." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs wording around return_all_scores does not match the OLMo-Hybrid config/model_type loading error." + "reason": "Docs mismatch vs model import/config failure; not the same underlying bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5/VL, but loading failure and incorrect visual-encoder keys in save_pretrained are different operations and fixes." + "reason": "Both touch Qwen3.5/Qwen3VL, but loading failure and save_pretrained key serialization are distinct." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "A generic unrecognized-model error and from_config not unwrapping text_config for composite multimodal configs are not the same bug." - }, - { - "left": "issue:44521", - "right": "issue:45325", - "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope position scaling are unrelated multimodal issues." + "reason": "Both are config/loading-related, but one is unrecognized model type and the other is text_config unwrapping in from_config." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "A missing HybridCache import is one concrete symbol issue; 'many import errors' is too broad and not the same bug." + "reason": "Python version support regression vs an unreleased PEFT version bump; unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaulting to zeros are different model/training concerns." + "reason": "MoE load-balancing loss logic is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Python compatibility and an overly high MIN_PEFT_VERSION bump are separate dependency problems." + "reason": "Video-classification pipeline processor lookup and remote_code model breakage are different failures." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "A video-classification pipeline selecting image processors is not the same as remote_code models breaking in recent transformers versions." + "reason": "A single missing import and broad import errors after upgrade may overlap in symptom space, but not the same concrete bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig defaults for None and Llama4Config missing pad_token_id are different config initialization bugs." + "reason": "Different configs and different failures: default multimodal sub-config initialization vs missing pad_token_id." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Tokenizer regressions for Deepseek and Granite are both tokenization problems, but they affect different model families and likely different code paths." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures from different modules; not the same broken symbol." + }, + { + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are completely unrelated." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "A pipeline using image processors and a Gemma4 PLE device-map mismatch are unrelated issues." + "reason": "Video-classification processor lookup vs Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled attention failure on torch 2.9 is unrelated to TensorBoard/TensorFlow backend installation issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are distinct regressions." + "reason": "dtype loading bug in BLIP2 is unrelated to Qwen3.5 save_pretrained serialization." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/TensorFlow backend detection are unrelated." + "reason": "Unexpected zero probabilities and CUDA OOM are different classes of problems." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs on return_all_scores are different documentation issues with different models and failure modes." + "reason": "Both mention docs, but they concern different models and different API mismatches." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading errors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and output embedding reinit after resize are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION beyond what is released." + "reason": "Generic dependency issue and PEFT minimum-version bump are not the same bug." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Qwen3VL loading regressions and GLM-4.7-Flash unit-test loading failures involve different models and likely different fixes." + "reason": "Pipeline processor bug and the low-signal \"ADD THE DATA\" issue are unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer/image-passing regression and Deepseek tokenizer output regression are different API surfaces." + "reason": "Processor/tokenizer access regression is unrelated to Deepseek tokenizer output changes." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "The video-classification processor bug and the placeholder 'ADD THE DATA' issue are not related." + "reason": "AutoTokenizer repository selection and Mistral regex patching are distinct tokenizer paths with different failures." } ] }, @@ -10268,10 +10314,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:33290", - "issue:42175", "issue:42994", "issue:43065", "issue:43122", @@ -10281,24 +10325,25 @@ "issue:43450", "issue:43650", "issue:43653", - "issue:43673", "issue:43723", - "issue:43761", "issue:43784", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", + "issue:44188", "issue:44261", "issue:44263", "issue:44279", "issue:44291", "issue:44297", + "issue:44336", "issue:44361", "issue:44462", "issue:44466", "issue:44521", + "issue:44617", "issue:44623", "issue:44671", "issue:44683", @@ -10309,249 +10354,256 @@ "issue:45081", "issue:45276", "issue:45290", + "issue:45325", "issue:45397", "issue:45542", "issue:45593", "issue:45600", - "issue:45656", "issue:45712", "issue:45823", "issue:45834", "issue:45907" ], "soft_pairs": [ - "issue:44462|issue:45081", + "issue:43976|issue:44987", "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:44521|issue:45325", "issue:45081|issue:45907", - "issue:44016|issue:44291", - "issue:33290|issue:45656", - "issue:43450|issue:44279", "issue:43441|issue:45834", + "issue:43450|issue:44279", "issue:45600|issue:45712", "issue:43065|issue:44898", - "issue:44466|issue:45276", "issue:42994|issue:43317", + "issue:44466|issue:45276", "issue:43650|issue:45290", - "issue:44261|issue:44263", "issue:44623|issue:45397", + "issue:44261|issue:44263", "issue:44623|issue:44749", "issue:43441|issue:44683", "issue:43653|issue:45593", - "issue:43262|issue:44521", - "issue:44016|issue:45823", "issue:43723|issue:44162", - "issue:43673|issue:43761", + "issue:44016|issue:45823", "issue:44361|issue:45593", "issue:44671|issue:44779", - "issue:42175|issue:43976", "issue:43901|issue:43994", "issue:43784|issue:45542", "issue:43122|issue:43650", "issue:44987|issue:45542", - "issue:44297|issue:45397" + "issue:44016|issue:44291", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:43450|issue:44617" ], - "prepared_review_unit_hash": "903f9e8e03e383b199a2a8bd6fe11ae00576868b322440ed4ae92c0e0af8072d", + "prepared_review_unit_hash": "26bf7f05aad9da3089d6aec0c7ab8d250c31b2d4d2a9ac79b1de1edcfb90b1a5", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36342, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft pairs are broad topical similarities, not the same underlying bug/change. I found no true duplicate PRs here, and none of the issue pairs are strong enough to merge as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the set spans many unrelated bugs/regressions; if one representative issue is needed, issue 44462 is the clearest self-contained user-facing bug report among the tokenizer-related items.", + "summary": "This cluster is broadly over-inclusive: it mixes tokenizer, processor/chat-template, model-loading, attention-kernel, and repo-maintenance regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44462 is the best representative because it is a core tokenizer-loading regression with broad impact and the most general symptom among the tokenizer-related reports, even though the cluster itself is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the strongest representative bug report overall: it is concrete, reproducible, and has a clear loading-path regression description. But it is not a canonical for the whole set.", + "best_issue_reason": "issue:44462 is the most reusable cluster representative: it names a widely affecting user-facing loading path and is closer to the common tokenizer/theme than the more model-specific or maintenance-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer repository loading vs Mistral regex patch crash; related area, but different code paths and failures." + "reason": "Both are v5 regressions, but one is a Python-version support issue and the other is a model-loading failure; different code paths." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "save_pretrained tokenizer_class mismatch vs AutoTokenizer ignoring tokenizer.json; same subsystem, but distinct save vs load bugs." + "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Regex patch crash vs list_repo_files revision forwarding; unrelated functionality." + "reason": "Generic dependency complaint vs Python-version incompatibility; no shared concrete failure mode." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated issues." + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is rope index scaling for video/image positions." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Adafactor OOM vs deepspeed optimizer.step called twice; both deepspeed-related, but different concrete bugs." + "reason": "Mistral tokenizer patch crash vs list_repo_files revision forwarding; unrelated subsystems." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Video processor batch shape bug vs dependency/install issue; not the same bug." + "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; different models and code paths." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "FlashAttention regression for Ministral vs Kosmos2.5 OCR index error; different models and failure modes." + "reason": "Video processor shape bug vs dependency issue; no overlap in underlying bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Stale auto_mappings references vs leftover dummy classes; both maintenance problems, but not the same change." + "reason": "Both are cleanup-ish, but one is auto_mappings references and the other is dummy_pt_objects leftovers; not one bug." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs Perceiver resolution/interpolation failure; different model paths." + "reason": "Dummy Conv2d placeholder issue vs Perceiver resolution/interpolation failure; unrelated." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "lm_head.weight serialization inconsistency vs Gemma4 resize_token_embeddings propagation; same model family, but different bugs." + "reason": "Quantized model saving failure vs dequantized model offload loading failure; opposite directions and different failure points." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Quantized save failure vs dequantized load/offload failure; related quantization area, but opposite operations and different symptoms." + "reason": "Both mention Gemma4 embeddings, but serialization of lm_head.weight and resize_token_embeddings propagation are distinct issues." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Placeholder/data issue vs apply_chat_template tool-call crash; unrelated." - }, - { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "RMS norm epsilon precision mismatch vs torch.split return-value handling; unrelated internals." + "reason": "Placeholder issue vs chat_template crash on tool-call assistant messages; unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained; different save/load problems." + "reason": "Processor save_pretrained missing files vs zero3 from_pretrained failure; different APIs and failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files on processor save vs performance slowdown after version upgrade; unrelated." + "reason": "Save_pretrained file omission vs performance regression after upgrade; not the same bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure for one model vs compiled flex_attention failing on torch>=2.9; attention-related but different backends and bugs." + "reason": "Both are attention-related, but one is model-specific FlashAttention support and the other is compiled flex_attention on newer torch." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss omission; unrelated." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "apply_chat_template sample-rate default vs zero assistant_masks for multimodal inputs; same API surface, but different behaviors." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch in forward; unrelated." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading regression vs ESM2 breakage; unrelated models and failure modes." + "reason": "Tokenizer loading regression vs ESM2 model breakage; different affected paths." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill vs CLIPVisionModel hidden_states bug; unrelated." + "reason": "Notebook syntax error vs Gemma4 device mismatch; unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss issue; unrelated." + "reason": "MLukeTokenizer attribute error vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; both output-quality bugs, but different models and code paths." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "Missing TensorFlow backend in torch install vs Python version compatibility regression; environment-related but distinct." + "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenization are different concrete bugs." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs/behavior mismatch in TextClassificationPipeline vs Siglip2 inference regression; unrelated." + "reason": "Docs mismatch for pipeline args vs SigLIP2 incorrect outputs; different issue classes." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import NameError for sentence-transformers vs tensorboard-only install without TensorFlow; unrelated packaging issues." + "reason": "Import-time NameError in sentence-transformers integration vs tf/tensorboard backend detection; unrelated." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior change across versions vs placeholder 'ADD THE DATA' report; not a duplicate." + "reason": "Tokenization regression vs placeholder issue; no shared underlying change." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 vs tensorboard/TensorFlow install issue; unrelated." + "reason": "Model loading failure for one repository vs TensorFlow backend import issue; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax issue vs init_empty_weights constructor-argument regression; unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained; different bugs in different subsystems." + "reason": "Tokenizer save metadata bug vs ZeRO-3 from_pretrained loading failure; different paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching bug vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant-mask computation." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug vs CUDA OOM in Sam3Video; different symptoms and likely causes." } ] }, @@ -10573,8 +10625,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ + "issue:16998", + "issue:22355", "issue:36246", "issue:41628", "issue:41950", @@ -10582,19 +10636,16 @@ "issue:42757", "issue:43299", "issue:43352", - "issue:43450", "issue:43525", - "issue:43526", - "issue:43531", "issue:43596", "issue:43643", "issue:43673", + "issue:43761", "issue:43824", "issue:43881", "issue:43901", "issue:43976", "issue:44162", - "issue:44188", "issue:44220", "issue:44242", "issue:44246", @@ -10606,278 +10657,271 @@ "issue:44496", "issue:44561", "issue:44589", - "issue:44617", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", + "issue:44964", "issue:45003", + "issue:45081", "issue:45200", "issue:45250", "issue:45292", "issue:45362", "issue:45375", "issue:45397", - "issue:45561", - "issue:45563", "issue:45584", - "issue:45593" + "issue:45593", + "issue:45701" ], "soft_pairs": [ - "issue:43824|issue:43976", - "issue:44188|issue:44336", - "issue:43450|issue:44617", + "issue:43673|issue:43761", "issue:43525|issue:43881", "issue:43525|issue:43643", + "issue:44589|issue:45362", "issue:43901|issue:44246", "issue:41628|issue:43976", - "issue:44589|issue:45362", - "issue:45561|issue:45563", "issue:44336|issue:44373", "issue:42491|issue:43299", - "issue:44242|issue:45593", "issue:44295|issue:45397", - "issue:41950|issue:44220", + "issue:44242|issue:45593", + "issue:16998|issue:22355", "issue:44246|issue:44496", - "issue:43531|issue:45362", - "issue:43526|issue:45003", - "issue:36246|issue:42757", - "issue:43352|issue:45250", + "issue:41950|issue:44220", "issue:44336|issue:44485", + "issue:43352|issue:45250", + "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:45003|issue:45561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", "issue:43673|issue:44561", "issue:44246|issue:44871", "issue:44242|issue:44857", "issue:44295|issue:44749", + "issue:45081|issue:45362", "issue:44162|issue:45200", - "issue:36246|issue:43596", "issue:44779|issue:45292", "issue:44877|issue:45375", + "issue:43901|issue:45003", "issue:45292|issue:45584", - "issue:43901|issue:45003" + "issue:36246|issue:43596", + "issue:45292|issue:45701" ], - "prepared_review_unit_hash": "a516a98637b51fbf71e3fb3fca77160c853015f748ecf372e6615ede0450bcc6", + "prepared_review_unit_hash": "927c6d1d1dee11a29ab44ca42d6b06a7bb56da5a644bd5e1666773da9567c5a4", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36942, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36155, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated Transformers bugs. None of the soft pairs are strong enough to merge as duplicates; at most a few share broad themes like imports, config strictness, or model loading, but they target different concrete failures.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43824 is the clearest, most specific regression report in the set: a concrete import error for Qwen2.5-VL with multiple inbound references, making it the best canonical anchor among these issues.", + "summary": "This set is mostly a heterogeneous mix of unrelated import, config, tokenizer, and model-specific regression reports. None of the soft pairs look like true duplicates, so I would not merge any of them; the strongest single issue anchor is the Qwen2.5-VL import error because it is concrete and well-referenced.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43824 is the most concrete and heavily referenced import-regression report here, with a specific missing export and strong discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is also the best overall issue candidate because it is narrowly scoped, user-facing, and well-documented with strong evidence of recurrence.", + "best_issue_reason": "issue:43824 is detailed, reproducible, and already has multiple inbound references, making it the best representative issue in this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Both mention import-related breakage, but one is a missing Qwen2.5-VL symbol and the other is a Python version compatibility problem; different failure modes and code paths." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI escape codes in loading_report." - }, - { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Batched video-processor shape bugs and Sam3Video CUDA OOM are different problems." + "reason": "Different models and different failures: chunked prefill cache vs CLIP hidden_states regression." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is not the same as a glm-4v model loading failure." + "reason": "Both are model-loading failures, but for different models and different underlying code paths." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "One is a config attribute error in Llama4, the other is missing fields when loading trust_remote_code configs; too broad to treat as the same bug." + "reason": "Pad-token config bug is not the same as trust_remote_code returning incomplete config fields." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different symptom and likely different path: missing Float8 storage vs chat crash on Qwen3.5-35B." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs/behavior mismatch for text classification pipelines is unrelated to sporadic import latency." + "reason": "Docs mismatch is unrelated to intermittent import slowness." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version support issues are distinct regressions." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "A Float8 storage type error is unrelated to Qwen3.5 chat crashes." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "A pytest-xdist capture-file race and a stale generation warning are unrelated." + "reason": "Missing export for AutoImageProcessor is unrelated to Python 3.9/3.10 support regression." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to a wrong docstring for position_ids." + "reason": "ANSI output in loading_report and a wrong docstring are different classes of issues." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a LoRA compatibility issue across versions and the other is a model-loading regression for Qwen3VL MoE; not the same concrete bug." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Missing load-balancing loss and missing auxiliary losses are different model-specific training bugs." + "reason": "Both mention Qwen MoE loading, but the model families and concrete failure modes differ." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error and a zero3 from_pretrained issue are different failures." + "reason": "Buffer access error with position_ids is unrelated to gemma-4 Zero3 from_pretrained loading." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are unrelated." + "reason": "Different auxiliary-loss bugs in different models; not the same code-path problem." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Import slowness and an unrecognized model/config loading error do not share the same bug." + "reason": "Model_max_length question and missing transformers.onnx module are unrelated." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." + "reason": "Import performance regression is unrelated to unrecognized-model config loading." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug and unsafe sys.modules access are different code paths." + "reason": "Video pipeline image-processor lookup and fbank extraction are different subsystems." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Missing Qwen2.5-VL exports and missing is_offline_mode from huggingface_hub are separate import regressions." + "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A concrete Nemotron Flash Attention 2 limitation is not the same as a generic Flash Attention 2 topic issue." + "reason": "Model-specific Flash Attention 2.0 unsupported error is not the same as a generic feature request." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Terminal color handling and GLM-5 RoPE implementation are unrelated." + "reason": "Different missing imports from different packages and modules." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different package-export paths." + "reason": "Both are import errors, but for different symbols and unrelated model families." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific symbol is unrelated to Python version compatibility." + }, + { + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Unsafe sys.modules access and a captured_info.txt race are unrelated." + "reason": "General version support problem is not the same as a specific multimodal model load failure." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked prefill cache absence and removal of is_torch_fx_available affect different subsystems and failure modes." + "reason": "Cache missing during generation and removal of is_torch_fx_available are different regressions." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance and Gemma eos_token_id inconsistency are unrelated." + "reason": "Import slowdown is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing-loss omission and AMP/CUDA crash in LwDetrImageLoss are different bugs." + "reason": "Load-balancing-loss omission and LwDetrImageLoss AMP crash are different bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and Chinese-language filtering slowdown are unrelated." + "reason": "Position_ids buffer error is unrelated to a broad post-upgrade throughput slowdown." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45081", + "right": "issue:45362", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model bugs." + "reason": "Tokenizer regex crash and Qwen3.5 chat crash are different failures." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Qwen2.5-VL import failure and a BertModel deepspeed zero3 index error are unrelated." + "reason": "ESM2 breakage and Gemma 4 token-type-id behavior are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer corruption in v5 and resize_token_embeddings not updating output embeddings are different issues." + "reason": "Deepseek tokenization regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config behavior, but they affect different model configs and the reported failures are not the same concrete bug." + "reason": "Both involve config strictness, but one is a load failure and the other is silent field dropping in a different model/config path." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch is unrelated to unsafe sys.modules access." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Import error for a Qwen component is unrelated to the deepspeed zero3/BertModel IndexError." + }, + { + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "A pipeline doc/behavior mismatch and unsafe sys.modules access are different classes of bugs." + "reason": "Resize-embeddings behavior is not the same as version-dependent tokenization changes." } ] }, @@ -10899,7 +10943,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:42886", "issue:43065", @@ -10907,11 +10951,14 @@ "issue:43257", "issue:43262", "issue:43408", + "issue:43452", "issue:43475", + "issue:43526", "issue:43540", "issue:43646", "issue:43653", "issue:43673", + "issue:43827", "issue:43931", "issue:44060", "issue:44077", @@ -10935,268 +10982,272 @@ "issue:45137", "issue:45200", "issue:45229", - "issue:45278", - "issue:45292", - "issue:45310", "issue:45335", "issue:45356", "issue:45375", "issue:45397", "issue:45459", + "issue:45561", "issue:45563", "issue:45588", "issue:45600", "issue:45656", - "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:45292|issue:45701", + "issue:45561|issue:45563", "issue:43232|issue:44336", + "issue:43526|issue:45003", "issue:44496|issue:45003", "issue:44987|issue:45459", - "issue:43262|issue:44246", - "issue:42886|issue:45229", "issue:45375|issue:45759", - "issue:43257|issue:45137", "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:43257|issue:45137", "issue:44995|issue:45200", "issue:43475|issue:43540", - "issue:44060|issue:44077", "issue:45397|issue:45656", + "issue:43653|issue:44162", "issue:44466|issue:45335", "issue:44995|issue:45588", - "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:44368|issue:45563", - "issue:45137|issue:45600", + "issue:42886|issue:45229", "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:45003|issue:45561", + "issue:44060|issue:44077", "issue:43931|issue:44368", - "issue:44869|issue:45356", "issue:44933|issue:45459", "issue:44297|issue:44623", - "issue:43232|issue:43673", + "issue:44869|issue:45356", "issue:44361|issue:44749", "issue:43646|issue:44162", - "issue:43673|issue:45278", "issue:44623|issue:45656", + "issue:43452|issue:45003", "issue:44749|issue:45656", - "issue:44749|issue:45310" + "issue:43673|issue:43827" ], - "prepared_review_unit_hash": "5aceae6e7e93222d0f8fdf2daceba0899b61a599070156a4535ee32c3e3f7edc", + "prepared_review_unit_hash": "bd4cb50a564543be1158556033824fd7627deb1f36682508f6d6c68dc20f92e7", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37001, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "soft_pair_count": 32, + "serialized_chars": 37444, + "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 regressions across tokenization, generation, multimodal configs, serialization, and deepspeed; none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here: a version-upgrade regression causing many import errors, unlike the more narrowly scoped model-specific bugs.", + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs in tokenizers, generation, Deepspeed, model configs, vision/audio processors, docs, and testing utilities. The soft matches are mostly broad keyword/subsystem overlap, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the similarity links are superficial and the issues describe different underlying failures, not one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it captures a general cross-cutting failure mode after upgrade, making it the closest thing to a cluster anchor among these mostly specific reports.", + "best_issue_reason": "No clear best representative exists; picking any single issue would misrepresent the cluster\u2019s mixed topics and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Embedding resize behavior is a different path from tokenizer/output changes; one is about resized embeddings, the other about tokenization differences across versions." + "reason": "Testing-utils race vs a stale generation warning; different symptoms and code paths." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation state updates after sync_gpus are unrelated to ANSI color handling in loading_report." + "reason": "Generation state update bug vs ANSI formatting in loading reports; unrelated subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs unsafe sys.modules access; no shared underlying defect." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading is a different bug from unsafe sys.modules access in modeling_utils." + "reason": "Model config loading error vs module import safety issue; not the same bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 is not the same as masking tokenizer errors when protobuf is missing." + "reason": "Model loading failure vs tokenizer exception masking; different failure modes." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Audio sampling-rate defaults in chat templates are unrelated to intermittent import slowdowns." + "reason": "Missing config field under strict parsing vs text_config unwrapping in from_config; related family, but not the same bug." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU CUDA OOM are different failure modes." + "reason": "Dummy Conv2d concern vs model-type mismatch warning; both SAM-related but distinct issues." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Missing config fields in strict serialization is not the same as unwrapping text_config for composite multimodal configs." + "reason": "Audio sampling-rate default bug vs import slowness; unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "MOE weight conversion with accelerate+deepspeed and a Zero3 deque pop are distinct deepspeed-related bugs." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "A dummy Conv2d in the pixel decoder is unrelated to a model-type warning when instantiating sam3_tracker." + "reason": "Qwen3 MoE weight conversion vs DeepSpeed ZeRO3 deque error; both Deepspeed-adjacent but different problems." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale cache on second forward pass is not the same as missing default mm_token_type_ids." + "reason": "Second-forward stale cache crash vs Gemma4 token-type defaults; different models and failure causes." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "A missing fpn_position_embeddings attribute in SAM 3 Video is unrelated to Qwen3OmniMoe video input validation errors." + "reason": "SAM3 vision output attribute bug vs Qwen3OmniMoe video-input validation error; unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Incorrect tied-weights warning and a post_init allowance change are separate model/config validation issues." + "reason": "ZeRO3 from_pretrained bug vs optimizer step duplication; not the same code path." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Gemma4 zero3 from_pretrained failure is not the same as optimizer.step being called twice under deepspeed." + "reason": "Tokenizer special-token registration bug vs ESM2 breakage; different models and fixes." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Inconsistent lm_head serialization depending on device is different from resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not propagating; both weight-related but not the same defect." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale indexer cache on repeated forward passes is unrelated to flash_attention crashing on s_aux=None." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token registration is a tokenizer bug, while ESM2 being broken is a separate model regression." + "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated runtime bugs." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning for Qwen3.5 LoRA is not the same as a flash-attention generation failure." + "reason": "Tie-word-embeddings warning in fine-tuning vs flash-attention generation issue; different behaviors." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "The tied-weights warning and the stale num_return_sequences warning are different generation warnings with different triggers." + "reason": "Model-tie warning vs stale num_return_sequences warning; unrelated warnings." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "A Zero3 deque underflow is unrelated to auto_mappings references to removed SAM3 Lite configs." + "reason": "Offline cache tokenizer load bug vs Gemma4 multi-GPU OOM; completely different problems." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Chunked prefill cache missing in GenerationMixin and KV-cache continuation tensor indexing are different generation/cache bugs." + "reason": "Generation cache missing in v5 vs KV-cache continuation indexing crash; both generation-related but distinct bugs." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch is unrelated to a tied-embeddings warning in Qwen3.5 LoRA." + "reason": "ZeRO3 deque error vs stale auto_mappings config reference; no shared root cause." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Whisper timestamp decoding crashes on a trailing replacement character, while Kimi-K2.5 has codec-handling and warning issues in its tokenizer." + "reason": "sys.modules access bug vs xdist file race; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning vs PatchTSMixer post_init policy issue; no overlap in bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL shape mismatch vs tie-word-embeddings warning; different layers of the stack." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A nonexistent import from image_utils is unrelated to tokenizer error handling when protobuf is absent." + "reason": "Missing import vs protobuf decode-error masking; unrelated import/runtime issues." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is different from processor.save_pretrained missing files." + "reason": "Tokenizer save_pretrained metadata bug vs processor save_pretrained missing files; both serialization-related, but not the same artifact or failure." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Both involve generation internals, but the concrete failures differ: sync_gpus update logic versus chunked_prefill cache handling." + "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; different tokenizer behaviors and models." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to the reported slowdown after upgrading transformers." + "reason": "MLukeTokenizer AttributeError vs Chinese performance regression after upgrade; unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 is a different class of failure from ESM2 being broken." + "reason": "Generic v5 custom model init breakage vs specific ESM2 breakage; not the same code-path problem." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Missing generation cache in chunked_prefill and many import errors after upgrade are not the same underlying bug." + "reason": "Processor save files issue vs Deepspeed optimizer double-step; unrelated." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "Missing files in processor.save_pretrained and duplicate optimizer steps under deepspeed are unrelated." + "reason": "gguf_file loading breakage vs unsafe sys.modules access; different failure points." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A performance regression after version upgrade does not match optimizer.step being invoked twice." + "reason": "Performance regression after upgrade vs optimizer step called twice; unrelated." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Slow filtering after upgrading to 5.3.0 is a different symptom from Qwen3.5 MOE from_pretrained failing on 5.4.0." + "reason": "Generation cache bug vs documentation still referencing removed pipeline(); one is runtime, the other docs." } ] }, @@ -11218,10 +11269,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:28282", "issue:30990", + "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -11229,30 +11281,29 @@ "issue:42371", "issue:42673", "issue:42831", + "issue:42898", "issue:42994", "issue:43232", "issue:43377", "issue:43475", "issue:43482", - "issue:43504", "issue:43525", - "issue:43526", "issue:43643", "issue:43673", "issue:43704", - "issue:43873", + "issue:43824", + "issue:43901", "issue:44038", - "issue:44164", - "issue:44188", "issue:44222", "issue:44242", "issue:44351", "issue:44496", + "issue:44568", "issue:44623", "issue:44661", + "issue:44749", "issue:44792", "issue:44933", - "issue:44945", "issue:44964", "issue:45081", "issue:45092", @@ -11266,14 +11317,16 @@ "issue:45397", "issue:45478", "issue:45561", - "issue:45712", - "issue:45753" + "issue:45600", + "issue:45712" ], "soft_pairs": [ + "issue:44749|issue:45310", "issue:42994|issue:43482", "issue:45230|issue:45397", - "issue:28282|issue:30990", + "issue:43232|issue:43673", "issue:44038|issue:44623", + "issue:28282|issue:30990", "issue:42371|issue:45092", "issue:43475|issue:45381", "issue:43475|issue:43643", @@ -11282,272 +11335,251 @@ "issue:43475|issue:44661", "issue:42994|issue:43525", "issue:45375|issue:45478", - "issue:43232|issue:44188", "issue:45310|issue:45375", - "issue:43873|issue:44945", "issue:42673|issue:43704", "issue:41628|issue:44351", "issue:42831|issue:44222", - "issue:44945|issue:45753", "issue:44222|issue:45310", - "issue:43673|issue:44188", + "issue:42994|issue:43824", "issue:36010|issue:41628", - "issue:42994|issue:44164", "issue:42175|issue:45712", - "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:42222|issue:45200", - "issue:43377|issue:44242", - "issue:44964|issue:45137", - "issue:43526|issue:45561", - "issue:43504|issue:45561", "issue:44496|issue:45561", - "issue:42175|issue:44933" + "issue:44964|issue:45137", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "31e129cd019502eff7a2b714d03241f04bf1b75ec41558f0575e71ded47cc29c", + "prepared_review_unit_hash": "ecba3b62915bb19896f3d59210215568016fe4a83269388dd45b5309e55b4a5c", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37264, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 32, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous, but it does contain more than one duplicate-looking pair: issue:42673/43704 is a clear same-bug duplicate pair, and issue:45310/45478 also have an identical title and look like a near-exact duplicate pair. So this is not just a single duplicate pair cluster, even though the rest of the items remain mixed.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the cleanest canonical anchor for the cluster\u2019s strongest duplicate pair because it matches issue:43704 on the exact VRAM-leak title and same multi-threaded dataloader symptom. The cluster also contains another identical-title pair (issue:45310/45478), but that appears to be a separate duplicate subgroup rather than the main anchor.", + "summary": "This cluster is mostly heterogeneous and noisy, with one strong likely-duplicate pair: the two Qwen3ForCausalLM VRAM-leak reports (42673 and 43704). The rest appear to be separate bugs or changes across different model families, subsystems, and failure modes.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the strongest representative of the shared Qwen3ForCausalLM VRAM-leak report: it has the same title as issue:43704 and slightly more discussion activity, making it the likeliest home for this highly similar / likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is still the best representative issue because it anchors the most clearly duplicated bug report in the packet and is the strongest evidence of an actual same-bug cluster. The other items are too mixed, and the 45310/45478 pair looks like a separate duplicate pocket rather than a better overall cluster representative.", + "best_issue_reason": "issue:42673 is the best global issue representative for this cluster because it is the clearest duplicate-linked item in an otherwise mixed set, and issue:43704 appears to be the matching follow-up report of the same VRAM-leak symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: data filtering slowdown vs Qwen3.5 MoE from_pretrained error." + }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different code paths and different bug classes." + "reason": "Both involve model loading/saving, but they are different bugs with different models and failure modes." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report is not the same issue as the Gemma-4 zero3 from_pretrained failure." + "reason": "Generic placeholder report vs a specific Gemma-4 ZeRO3 from_pretrained issue." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "PyTorch missing import error and Sentence Transformers loading hang are unrelated symptoms." + "reason": "Both are generation-related, but the concrete symptoms and code paths differ." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5 bug and processor.save_pretrained missing files are distinct failures." + "reason": "Different areas: Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error vs a loading hang; unrelated failure modes." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior settings warning is unrelated to old InternVL2 remote-code meta-init incompatibility." + "reason": "TF32 behavior/settings issue vs remote-code/meta-init incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 vision encoder missing attribute and Qwen2.5-VL video position-id bug are different models and paths." + "reason": "Different multimodal bugs with different attributes and symptoms." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "One is a SAM3 attribute error; the other is a generic trust_remote_code config-field omission." + "reason": "SAM3 output attribute bug vs trust_remote_code missing-fields config issue." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both mention imports, but they are different missing symbols from different modules." + "reason": "Import-related, but different symbols/modules and different root causes." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated." + "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; unrelated subsystems." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM3 encoder attribute failure is not the same as add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Model output attribute bug vs registry/mapping failure; different defects." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failed and Llama4Config missing pad_token_id are different bugs." + "reason": "Quantized save failure vs missing pad_token_id on Llama4Config." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "They are clearly related by title, but the available evidence still points to a broader config-field omission versus a from_pretrained error, so I would not merge them without stronger same-code-path evidence." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different code-path issues." + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained error." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "A generic Qwen3.5-MoE from_pretrained error is not the same concrete bug as the missing deepstack_visual_indexes field." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are separate problems." + "reason": "Adjacent Qwen issues, but the reported bugs are not the same underlying defect." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "These are the same Qwen3ForCausalLM VRAM-leak report with identical titles and the same multi-threaded dataloader symptom." + "reason": "Same title and same VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; this looks like the same underlying bug." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import failure and HybridCache import failure are unrelated missing-symbol bugs." + "reason": "Different import/export problems with different missing symbols." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy drift is not the same issue as FP8 save_pretrained for MoE." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallelism output mismatch and an infinite loop on a specific image are different behaviors." + "reason": "FP8 accuracy regression vs FP8 save_pretrained failure; different bugs." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5-MoE from_pretrained failure do not describe the same concrete bug." + "reason": "Different code paths: MoE FP8 save-pretrained vs Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Chunked-prefill GenerationMixin cache issue and torch.compile branching divergence are different generation bugs." + "reason": "Different model-loading/saving failures on different models and formats." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are different missing imports." - }, - { - "left": "issue:42994", - "right": "issue:44164", - "accept": false, - "reason": "Quantized model saving and extra_state save/from_pretrained handling are related only broadly, not the same bug." + "reason": "Different import errors involving different symbols." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow in the torch extra and dummy_pt_objects leaking into dir(transformers) are separate packaging issues." + "reason": "Backend packaging mismatch vs leftover dummy classes leaking into dir(transformers); unrelated maintenance issues." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Generation state update and a janus image-generation test failure are not the same underlying issue." + "reason": "Different Qwen model bugs with different symptoms and trigger points." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "BeitImageProcessorFast label reduction and xdist captured_info.txt race are unrelated." + "reason": "Different model families and unrelated symptoms." }, { - "left": "issue:43504", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "BEiT pretrained preset legacy-field handling and the xdist race are different bugs." + "reason": "Unrecognized-model/config issue vs pytest-xdist race condition; unrelated." }, { - "left": "issue:44496", + "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Unrecognized model/config loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Model-loading failure vs DeepSpeed ZeRO3 deque error; different subsystems." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI batched-vs-single output mismatch and load-balancing loss omission are different model issues." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "MIMI encoder batch mismatch vs MoE load-balancing loss issue; different bugs." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "The label-reduction bug is unrelated to the xdist captured_info.txt race." + "reason": "pytest-xdist race condition vs broken auto_mappings references; unrelated." }, { - "left": "issue:43504", + "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Legacy-field loading failure in BEiT is unrelated to the xdist race." + "reason": "Documentation mismatch vs test-worker race condition; not the same defect." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "TF backend packaging and image_utils import issues are different problems." + "reason": "Generation kwargs bug vs janus image-generation test failure; different issues." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Qwen3-VL-Moe transformer bug and Qwen3.5-MoE from_pretrained error are different model/version failures." + "reason": "Tokenization cleanup behavior change vs add_special_tokens not adding BOS/EOS tokens." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "FP8 accuracy regression and FP8 MoE save_pretrained failure are not the same code path." + "reason": "Loading hang vs embedding reinitialization after resize; different model lifecycle problems." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is a bit too strong: the packet contains at least two obvious duplicate-looking pairs with identical titles, not just issue:42673/43704. In particular, issue:45310 and issue:45478 share the exact same title, so saying there is \u2018only one clear duplicate pair\u2019 is not fully grounded. The conservative false soft-edge calls are mostly fine, but the overall narrative should acknowledge this additional near-exact duplicate instead of presenting the cluster as having a single clear duplicate pair." + "feedback": "The overall cluster summary is reasonable, but the main issue/canonical rationale is a bit too strong for the packet. The packet supports that 42673 and 43704 have the same title and that 42673 has more discussion activity, but it does not show a specific code path or explicit duplicate linkage, so phrases like \"specific code path\" and \"clear exact duplicate\" should be softened to something like \"highly similar / likely duplicate\". The soft-edge rejections themselves are conservative and look fine." }, "evaluator_used": true, "retried": true, @@ -11566,24 +11598,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", - "issue:30990", "issue:33290", "issue:34689", "issue:35141", "issue:36331", "issue:41628", + "issue:42175", "issue:42757", "issue:42831", "issue:42898", - "issue:43116", + "issue:43232", "issue:43278", "issue:43479", - "issue:43644", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", @@ -11592,7 +11623,6 @@ "issue:44060", "issue:44079", "issue:44188", - "issue:44190", "issue:44206", "issue:44222", "issue:44295", @@ -11606,6 +11636,7 @@ "issue:44779", "issue:44869", "issue:44933", + "issue:44977", "issue:45092", "issue:45103", "issue:45125", @@ -11615,289 +11646,297 @@ "issue:45405", "issue:45656", "issue:45712", - "issue:45812" + "issue:45812", + "issue:45834" ], "soft_pairs": [ - "issue:42898|issue:44568", - "issue:43479|issue:44869", - "issue:30990|issue:35141", - "issue:43976|issue:44933", - "issue:43479|issue:44079", + "issue:43232|issue:44188", "issue:44623|issue:45310", - "issue:43784|issue:43824", "issue:44188|issue:44373", + "issue:43784|issue:43824", "issue:43278|issue:45137", "issue:42898|issue:45812", "issue:44734|issue:45103", "issue:30333|issue:33290", "issue:43723|issue:44568", - "issue:42898|issue:45356", "issue:43874|issue:45092", + "issue:42898|issue:45356", "issue:44060|issue:45125", "issue:42898|issue:44779", "issue:45405|issue:45712", - "issue:42898|issue:44448", "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:43673|issue:44188", "issue:44933|issue:45712", + "issue:42175|issue:44933", "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:43976|issue:44933", "issue:44297|issue:45656", - "issue:43116|issue:44190", - "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:42831|issue:44623", + "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:41628|issue:42757", "issue:30333|issue:36331", - "issue:22355|issue:28282", - "issue:30333|issue:34689", "issue:44297|issue:45310", + "issue:30333|issue:34689", "issue:44222|issue:44484", - "issue:28282|issue:30333" + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:30333|issue:35141" ], - "prepared_review_unit_hash": "38d473efd81445977bb8adeac31191b387dd5836491d31de943946f9a3df77c2", + "prepared_review_unit_hash": "356bf1fca6aee668d3abfaf5e484abb7e57e82ea8907d564c3f4c66c05d14764", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38240, - "estimated_input_tokens": 9560, - "estimated_eval_tokens": 19376 + "soft_pair_count": 36, + "serialized_chars": 38516, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues: tokenizer regressions, model-loading/import failures, training/runtime bugs, save/load serialization issues, and a few doc/config problems. None of the soft edges look like true duplicates, so all are rejected.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading/import errors, training/deepspeed bugs, and unrelated utility issues. I did not find any soft edge that looks like the same underlying bug/change, so no pair is accepted.", + "confidence": 0.28, + "canonical_issue_reason": "issue:42898 is the broadest regression-style issue in the set and best matches the few tokenizer-related overlaps, but the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone report in the set: it is concrete, reproducible, and describes a high-impact silent regression in AutoTokenizer for Granite models.", + "best_issue_reason": "issue:42898 is the most general and reusable anchor for the small tokenizer-regression subset; the rest of the issues are too diverse to consolidate around it confidently.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one is about clean_up_tokenization_spaces behavior and the other about add_special_tokens not adding BOS/EOS; different code paths and symptoms." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Phi4MultimodalConfig default initialization and Whisper word-timestamp decode crashing are unrelated bugs in different subsystems." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers loading hangs and embedding resize reinitialization are distinct failures with no shared code-path." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version compatibility/import support is unrelated to the missing image_utils import symbol bug." - }, - { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Config initialization for Phi4Multimodal is unrelated to ModelOutput key assignment behavior." + "reason": "Both involve generation/attention internals, but one is a cache/update sequencing issue and the other is a torch.compile branching divergence bug." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both mention loading/saving, but one is missing processor save artifacts and the other is a from_pretrained failure for Qwen3.5 MoE; different root causes." + "reason": "Both mention save/from_pretrained-style workflows, but one is processor serialization and the other is a Qwen3.5 MoE loading error." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both are import errors, but they involve different packages/models and different missing symbols, so they are not the same bug." + "reason": "One is a runtime attention-kernel divergence bug; the other is only a docstring fix for position_ids." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "A numerical/kernel divergence under torch.compile is not the same as a wrong docstring." + "reason": "Both are import errors, but they concern different symbols and different failure paths." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval and a DeepSpeed ZeRO3 deque IndexError are unrelated runtime bugs." + "reason": "These are unrelated training/evaluation dtype drift versus a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns cleanup-space handling and the other wrong token IDs for Granite models; different failure mode and model scope." + "reason": "Both are tokenizer regressions in v5, but one is a clean_up_tokenization_spaces behavior change and the other is Granite token ID generation." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to the auto_docstring AttributeError." + "reason": "KV-cache continuation crash in serving is unrelated to an auto_docstring AttributeError under future annotations." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training and DeepSpeed OOM with Adafactor are separate training issues." + "reason": "MLflow reporting after failure and DeepSpeed Adafactor OOM are different training-time problems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are different tokenizer problems." + "reason": "Both are tokenizer issues in v5, but one is tokenizer loading and the other is add_special_tokens behavior for a specific model." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "These are both tokenizer regressions, but one is a generic v5 cleanup-space change and the other is Kimi-K2.5 codec handling/fix_mistral_regex behavior." + "reason": "ImageProcessor method absence and remote-code meta-init incompatibility are distinct multimodal loading bugs." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "A missing image patch count method and a remote-code checkpoint meta-init incompatibility are different multimodal model bugs." + "reason": "Both are tokenizer regressions, but they target different model families and different codec/cleanup behaviors." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warnings for Qwen3-Next and missing _tp_plan for Qwen3.5 MoE are separate model-specific issues." + "reason": "Qwen3-Next tied-weights warning and missing _tp_plan for Qwen3.5 MoE are separate model-definition issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different logic paths." + "reason": "Both are tokenizer regressions, but the reported symptoms and affected models differ enough that they are not the same bug." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A dependency version bump is unrelated to cleanup of leftover dummy classes and repo-check failures." + "reason": "PEFT version pinning and leftover dummy PT classes are unrelated repo-maintenance issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer access problem is unrelated to an optimizer step being called twice under DeepSpeed." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "One is a tokenizer cleanup change; the other is a model output difference for pegasus between major versions." + "reason": "The first is a tokenizer cleanup regression; the second is a Pegasus v4/v5 output difference with broader generation semantics." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Reading a registered position_ids buffer and a double optimizer-step in DeepSpeed are unrelated training/runtime issues." + "reason": "Cache missing in v5 chunked prefill and compile-time attention branching divergence are different generation bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes are different import/cleanup problems." + "reason": "Both mention import surface area, but one is a missing image_utils import and the other is dummy class leakage without torch." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing image_utils import are not the same failure mode." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer_class metadata mismatch are both serialization-related, but they affect different object types and failure modes." + "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are different serialization bugs." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer save metadata mismatch and double optimizer steps are unrelated." + "reason": "Both involve None handling, but one is multimodal config defaults and the other is ModelOutput key assignment." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Multi-label classification example behavior and local dataset loading in a different example script are not the same bug." + "reason": "Python version support regression is unrelated to a missing import from image_utils." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Phi4MultimodalConfig default config initialization is unrelated to non-persistent buffer initialization in v5.0.0." + "reason": "Tokenizer serialization metadata and duplicate optimizer stepping are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is missing processor files; not the same code-path." + "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are both save paths, but not the same code-path problem." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy drift is not the same as processor save_pretrained missing files." + "reason": "Accuracy regression in FineGrainedFP8 and missing processor files are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization and Whisper timestamp decode crash are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "An audio feature extractor center-arg regression and an auto_docstring AttributeError are unrelated." + "reason": "FeatureExtractor center-arg crash and auto_docstring future-annotations crash are separate code paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "These are separate import errors from different modules/symbols, not one shared missing import bug." + "reason": "Both are import errors, but from different packages and unrelated missing symbols." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failed jobs and the compute_loss signature change are distinct trainer issues." + "reason": "MLflow reporting after failed training and a custom trainer signature mismatch are different trainer issues." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch for AutoModel are different environment/import failures." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting on failed training is unrelated to the Llama 3.2 Vision model-loading regression." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different bugs." + "reason": "Training-job reporting and model loading regression are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained serialization and a question about max_shard_size documentation are not duplicates." + "reason": "FP8 MoE serialization and max_shard_size default documentation/behavior are not the same problem." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "A missing PyTorch dependency import error is unrelated to MLFlow not being reported after failed training." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "reason": "PyTorch-missing import error and MLflow reporting on training failure are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are distinct model/runtime bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation cache sequencing and Kosmos2.5 long OCR index errors do not share a concrete code path." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting in MLflow and embedding reinitialization after resize are unrelated training/model-init bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -11913,46 +11952,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:30333", + "issue:22355", + "issue:28282", "issue:30990", - "issue:35141", + "issue:33357", "issue:38175", "issue:39401", "issue:41628", + "issue:42371", "issue:42757", "issue:42831", "issue:42886", "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43479", "issue:43576", + "issue:43644", + "issue:43646", "issue:43723", - "issue:43756", "issue:43784", "issue:43824", + "issue:43873", "issue:44038", - "issue:44060", + "issue:44117", "issue:44261", "issue:44263", "issue:44295", "issue:44360", "issue:44373", - "issue:44442", "issue:44483", "issue:44485", "issue:44514", - "issue:44521", "issue:44568", "issue:44623", + "issue:44704", "issue:44829", "issue:44871", "issue:44913", - "issue:44977", - "issue:44991", + "issue:44945", "issue:45092", "issue:45103", "issue:45278", @@ -11961,249 +12001,248 @@ "issue:45406", "issue:45593", "issue:45753", - "issue:45834", "issue:46002" ], "soft_pairs": [ - "issue:43723|issue:44977", - "issue:43232|issue:45834", - "issue:30333|issue:35141", "issue:44263|issue:45092", + "issue:43873|issue:44945", "issue:44483|issue:45406", "issue:44373|issue:44485", "issue:44295|issue:44623", - "issue:44514|issue:45103", "issue:44263|issue:44360", - "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:43479|issue:43644", "issue:45092|issue:45357", + "issue:44261|issue:45092", "issue:43723|issue:44871", - "issue:43723|issue:44991", "issue:30990|issue:38175", "issue:44829|issue:46002", - "issue:43723|issue:44442", - "issue:43479|issue:44913", - "issue:41628|issue:43824", "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", "issue:44263|issue:44373", "issue:42831|issue:44038", + "issue:22355|issue:28282", "issue:39401|issue:44568", "issue:42757|issue:45278", "issue:42886|issue:42994", - "issue:43232|issue:45593", - "issue:43756|issue:44060", - "issue:42831|issue:45753", + "issue:44945|issue:45753", "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:43122|issue:44521" + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357" ], - "prepared_review_unit_hash": "402a7d859d8062df05f71fd5a55a4693eb695bb9fe790adf2fbf14a966fac08d", + "prepared_review_unit_hash": "76fde2c3cc7c5fb926369e60040feb6dd44c64cca07c62d22983c19db3ea61fc", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36434, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by Transformers v5 regression reports, but the soft-linked pairs mostly describe different code paths, models, or failure modes rather than true duplicates. No soft edge looks safe to merge.", - "confidence": 0.38, - "canonical_issue_reason": "issue:43723 is the broadest and most central report here: a generic AutoTokenizer/from_pretrained loading failure in v5, which best represents the tokenization/loading regression subgroup in this cluster.", + "summary": "This cluster is highly heterogeneous. None of the soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystem similarity at best. If forced to anchor the cluster, issue 44263 is the most connected node in the similarity graph, but it is not a strong semantic representative.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44263 is the most central node among the soft-similarity links, so it is the best structural anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best overall issue candidate because it is the most generic and reusable summary of the cluster\u2019s recurring tokenizer-loading regressions; other issues are either model-specific or about unrelated subsystems.", + "best_issue_reason": "44263 is the least-bad global representative because it has the most candidate links, but the cluster itself is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Both mention v5-era generation/tokenizer problems, but one is a generic tokenizer load failure and the other is a Qwen3.5 flash-attention generation bug; different underlying paths." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation state update after sync_gpus is unrelated to Kosmos2.5 OCR long-input indexing; no shared bug mechanism." - }, - { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "MLflow job status reporting and output embedding reinitialization are unrelated." + "reason": "Different problems: GlmMoeDsaIndexer tensor-split behavior vs remote-code checkpoint/meta-init incompatibility." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same bug as InternVL2 meta-initialization compatibility." + "reason": "Different code paths: quantization offloading vs pipeline-parallelism output correctness." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor _tokenizer initialization are distinct failures." + "reason": "Both involve serving, but one is a chat-completions request validation issue and the other is a processor attribute crash." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as the GLM-5 RoPE implementation bug." + "reason": "Docstring mismatch vs RoPE implementation bug; not the same underlying defect." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer/readback of position_ids and processor.save_pretrained file emission are separate serialization issues." + "reason": "Buffer registration/read issue is different from missing files in processor.save_pretrained." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "apply_chat_template batching crash and auto_docstring annotation handling are unrelated." + "reason": "Same broad indexer area, but one is a torch.split return-value issue and the other is a missing ReLU." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Both are in the DSA/indexer area, but one is about torch.split outputs and the other about a missing ReLU; different code defects." + "reason": "Processor batching crash vs auto-docstring AttributeError from future annotations; unrelated bugs." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and InternVL2 meta-init incompatibility do not point to the same change." + "reason": "Config default initialization bug vs non-persistent buffer corruption; different failures." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code meta initialization incompatibility and Qwen3.5 incorrect visual encoder save keys are different issues." + "reason": "Different multimodal model regressions: meta initialization incompatibility vs incorrect visual-encoder keys on save." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer loading failure and eos_token_id mismatch are both tokenizer-related, but they are different concrete bugs." + "reason": "Numerical precision issue from missing rms_norm_eps vs checkpoint/meta-init incompatibility." }, { "left": "issue:43723", - "right": "issue:44991", + "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer loading regressions, but the reports are model-specific and do not clearly share the same failing path." + "reason": "Tokenizer loading failure vs eos_token_id configuration mismatch; not the same bug." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero-probabilities are unrelated." + "reason": "Sentence-Transformers loading hang vs zero probabilities in a vision-text model." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention-3 training degeneration is not the same as NaNs appearing after checkout/init in classification heads." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Generic AutoTokenizer load failure and FastSpeech2ConformerTokenizer load failure are different tokenizer implementations and likely different causes." + "reason": "Training degeneration with flash_attention_3 is different from NaNs at checkout/init." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Incorrect default config initialization and rotary_pct not persisting on reload are separate config serialization bugs." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 from_pretrained error; unrelated." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Missing AutoImageProcessor import and missing Qwen2_5_VLForConditionalGeneration import are different symbol/export issues." + "reason": "Both are import errors, but they involve different missing symbols and likely different causes." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 moe from_pretrained failure are not the same bug." + "reason": "Different config issues: multimodal defaults vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA split return values and a wrong docstring for position_ids are unrelated." + "reason": "Indexer runtime bug vs a wrong docstring; not duplicate." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different model/runtime issues." + "reason": "Different model families and failure modes: FP8 accuracy vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx is a different dependency/import problem than missing PyTorch for AutoModel." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are both tokenizer behavior problems, but they affect different behaviors and code paths." + "reason": "Offset_mapping bug vs missing BOS/EOS with add_special_tokens; different tokenizer issues." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific is_offline_mode import error and a broad set of import errors after upgrade are related in theme but not clearly the same underlying defect." + "reason": "Specific huggingface_hub import failure vs broad import errors after version upgrade." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + "reason": "Offline tokenizer cache loading vs quantized model saving failure; unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Pipeline-parallelism output bug vs an infinite-loop image case; different symptoms and paths." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "RoPE layer selection in Smollm3 and tied-weights warning behavior in Qwen3-Next are different model configuration bugs." + "reason": "CLI/env command breakage vs sentence-transformers import NameError; unrelated." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "FP8 accuracy regression and Qwen3_5 infinite loop on one image are different failures." + "reason": "Offline cache behavior vs wrong tokenizer decoder type; different defects." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are distinct issues, even if both are environment/version related." + "reason": "TF32 configuration warning/behavior issue vs GlmMoeDsaIndexer tensor logic bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Offline cache tokenizer loading and wrong tokenizer decoder type in v5 are different tokenizer problems." + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding bug; different code paths." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs D-FINE auxiliary-loss omission; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Different tokenization across versions and zero assistant masks in multimodal apply_chat_template are not the same bug." + "reason": "Loading hang in sentence-transformers vs MacOS bus error for a CLIP community model; different failures." } ] }, @@ -12225,17 +12264,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ - "issue:22355", - "issue:28218", "issue:29127", "issue:30990", - "issue:33357", "issue:36296", "issue:39401", "issue:41628", - "issue:42371", + "issue:42757", "issue:42907", "issue:43116", "issue:43122", @@ -12243,285 +12279,320 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43646", + "issue:43723", + "issue:43756", "issue:43784", "issue:43824", "issue:43937", - "issue:43976", + "issue:43992", "issue:44038", - "issue:44117", + "issue:44060", "issue:44222", "issue:44261", - "issue:44263", "issue:44295", "issue:44297", "issue:44351", "issue:44360", "issue:44373", + "issue:44442", "issue:44485", "issue:44488", "issue:44514", "issue:44521", "issue:44625", "issue:44704", - "issue:44743", "issue:44779", "issue:44829", "issue:44945", "issue:44964", + "issue:44977", "issue:45200", + "issue:45216", + "issue:45245", "issue:45278", "issue:45290", - "issue:45600", - "issue:46002" + "issue:45446", + "issue:45478", + "issue:45600" ], "soft_pairs": [ - "issue:22355|issue:28218", - "issue:44117|issue:44704", - "issue:42371|issue:44263", - "issue:43646|issue:46002", - "issue:30990|issue:33357", "issue:44295|issue:44297", "issue:44704|issue:45290", - "issue:43232|issue:44743", - "issue:42907|issue:44945", + "issue:43756|issue:44060", "issue:43122|issue:44514", + "issue:42907|issue:44945", "issue:41628|issue:45278", - "issue:43976|issue:44945", - "issue:39401|issue:44488", "issue:44261|issue:44373", "issue:43784|issue:45600", "issue:42907|issue:43937", + "issue:43723|issue:44779", + "issue:43723|issue:44442", "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43232|issue:45245", "issue:44360|issue:44485", - "issue:39401|issue:44521", - "issue:43116|issue:45200", "issue:44625|issue:44829", + "issue:43116|issue:45200", "issue:44038|issue:44297", "issue:42907|issue:44964", "issue:29127|issue:30990", - "issue:43122|issue:44779", "issue:44038|issue:44295", + "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:39401|issue:44488", "issue:43824|issue:44351", - "issue:44038|issue:44222" + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704" ], - "prepared_review_unit_hash": "2f3d75c94c77c12867acd9c6f0e800ec7457990e439c4672f6b54d53832c4d71", + "prepared_review_unit_hash": "8e326b09019096fd0b85fc84de6b8f4c1c1dbf0d4a0226f86e692246a72faa0d", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35654, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37532, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of unrelated Transformers issues, not a duplicate set. The soft pairs share broad themes like imports, tokenization, multimodal/chat-template behavior, or version regressions, but each points to a different concrete bug or model path, so none should be merged.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Most pairs are related only at a broad subsystem level and should stay separate. The only plausible duplicate is the Qwen3.5 save/load regression pair (45216 vs 45478), where one report is the bad checkpoint and the other is the resulting from_pretrained failure.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45216 is the clearest root-style report: it names a concrete regression in save_pretrained since 5.4.0, which plausibly explains the paired load failure.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45216 is the best triage anchor because it is specific, regression-tagged, and broader than the paired load error report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Different subsystems: ONNX import path vs tokenizer spacing after added token." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding; unrelated code paths." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings warning is unrelated to the torch.split return-value issue." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Generic Transformers 5.0 custom-init breakage vs NaNs in classification heads; not the same failure." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Both are loading/runtime problems, but one is SentenceTransformers stuck loading and the other is a Mac bus error on a CLIP model." - }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One concerns reading position_ids as a buffer, the other tokenizer_class saved in tokenizer_config.json." + "reason": "Different bugs: buffer/position_ids access error vs tokenizer_config.json class mismatch on save." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Both touch chat/processor APIs only loosely; cached_file kwargs forwarding is not the same as assistant messages with tool calls crashing." - }, - { - "left": "issue:43232", - "right": "issue:44743", - "accept": false, - "reason": "Generation kwarg update after sync_gpus is separate from recurrent state reset in modular_qwen3_5." + "reason": "Different code paths: cached_file kwarg forwarding in AutoProcessor vs chat template crash on tool-call assistant messages." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Dequantized save failure for specific models vs incorrect output under pipeline parallelism." + "reason": "Both are model-architecture complaints, but about different models and failures (RoPE layer dropping vs tied-weights warning)." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior change across versions is not the same as Qwen2_5_VLProcessor batched chat_template crash." + "reason": "Tokenizer regression vs multimodal chat-template padding crash; not the same underlying bug." }, { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but one is a missing AutoImageProcessor symbol and the other is broad import regressions after upgrade." - }, - { - "left": "issue:43976", + "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue is unrelated to pipeline parallelism output corruption." + "reason": "Unrelated: dequantized model saving failure vs incorrect output under pipeline parallelism." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Qwen3 offset_mapping bug and inability to load cjvt/sleng-bert are different tokenizer/model-loading issues." + "reason": "45278 is a broad import-regression report, not the same concrete missing export as AutoImageProcessor." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision error from missing rms_norm_eps is not the same as a wrong docstring for position_ids." + "reason": "Precision/config issue in MLA vs a docstring bug for position_ids." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and CI breakage from removed Sam3LiteText configs are unrelated." + "reason": "Sentence-transformers import NameError vs auto_mappings referencing removed Sam3LiteText configs; different failures." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Both are model/config problems, but one is dequantized save_pretrained and the other is invalid GenerationConfig for GLM-5." + "reason": "Model saving regression vs invalid GenerationConfig error; different mechanisms." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Both mention SAM 3 video, but one is a wrong model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput." + "reason": "Both concern tokenizers in v5, but one is loading failure and the other is incorrect tokenization results for a specific model." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "DSA indexer ReLU concern and GLM-5 RoPE implementation are separate algorithmic issues." + "reason": "Both are AutoTokenizer load problems, but with different tokenizers and no evidence of the same root cause." }, { - "left": "issue:39401", + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute crash." + }, + { + "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 is different from all-zero assistant_masks in multimodal chat templating." + "reason": "Different issues: tokenizer behavior change vs all-zero assistant masks for multimodal chat templates." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwarg bug vs category-limit runtime error; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Multi-label classification example bug is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "DSA indexer activation issue vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "Config propagation bug for Qwen3.5 vs degenerate training under flash_attention_3; different concrete problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue; not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch in saved config are different components." + "reason": "Qwen3-VL-Moe load bug vs tokenizer_class saved into tokenizer_config mismatch; unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "Different model families and failures: saving dequantized models vs loading Phi-4 multimodal instruct." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Clarity of a LayoutLMv3 error message vs SentenceTransformers loading hang are not the same bug." + "reason": "LayoutLMv3 bounding-box error message vs Sentence Transformers loading hang; unrelated." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are tokenizer regressions across versions, but they affect different models and failure modes." + "reason": "Both mention MoE and v5-era issues, but one is a model-specific load bug and the other is FP8 save_pretrained." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." + "reason": "Tokenizer regression reports, but they describe different symptoms and model-specific behavior." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and multi-label classification example bug do not share the same code path." + "reason": "Tensor-parallel training bug vs multi-label classification example returns empty results; unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file breaking from_pretrained are separate loading/saving paths." + "reason": "Saving dequantized models vs gguf_file breaking AutoTokenizer/AutoModel loading; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both are MoE-related, but not the same failure: Qwen3-VL-Moe issue vs FP8 save_pretrained bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer issues: wrong offset_mapping vs model load failure for cjvt/sleng-bert." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and missing HybridCache import are different API-export regressions." + "reason": "Both are import errors, but for different symbols and likely different export gaps." }, { - "left": "issue:44038", + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 save/load regression family on transformers>=5.4.0: one report says save_pretrained writes a bad checkpoint, the other says from_pretrained then fails to load it." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant_mask bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError vs PyTorch version gate in flex_attention; unrelated." + }, + { + "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe issue is not the same as FP8 save_pretrained behavior for moe models." + "reason": "Both involve saving models, but dequantized-weights saving and FP8 MoE save_pretrained are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but Deepseek incorrect tokenization and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight during from_pretrained vs AutoProcessor kwargs forwarding; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet and the pair-level judgments are conservative. The single accepted edge, issue:45216 vs issue:45478, is plausibly the same Qwen3.5 save/load regression family and could be handled by one fix. The remaining pairs are rejected with appropriately cautious, title-based distinctions rather than overstated claims." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12536,50 +12607,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", + "issue:29159", "issue:33453", "issue:38617", "issue:39401", + "issue:41628", "issue:42222", "issue:42371", - "issue:42673", - "issue:42757", - "issue:42907", + "issue:42831", "issue:43064", "issue:43066", "issue:43116", - "issue:43122", - "issue:43278", + "issue:43381", "issue:43441", + "issue:43450", "issue:43493", "issue:43611", "issue:43673", - "issue:43784", "issue:43825", "issue:43827", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", + "issue:43986", "issue:44038", "issue:44075", "issue:44117", - "issue:44222", - "issue:44351", + "issue:44297", + "issue:44466", "issue:44485", - "issue:44704", + "issue:44625", "issue:44779", "issue:44936", "issue:44945", "issue:44977", - "issue:45072", + "issue:45081", "issue:45083", - "issue:45216", "issue:45278", "issue:45357", + "issue:45405", "issue:45446", "issue:45478", "issue:45563", @@ -12588,238 +12659,259 @@ "issue:46002" ], "soft_pairs": [ - "issue:45216|issue:45478", - "issue:42757|issue:44351", - "issue:43278|issue:44945", - "issue:43122|issue:44977", - "issue:43784|issue:45446", - "issue:43493|issue:45753", - "issue:42907|issue:44222", - "issue:43992|issue:44704", + "issue:22355|issue:28218", + "issue:22355|issue:29159", "issue:43066|issue:44779", - "issue:38617|issue:45278", - "issue:42673|issue:45072", "issue:43937|issue:44485", - "issue:22355|issue:29127", "issue:43611|issue:46002", "issue:42371|issue:43874", "issue:43976|issue:45446", "issue:42222|issue:43441", - "issue:43064|issue:43673", - "issue:43116|issue:43493", + "issue:43493|issue:45753", + "issue:42831|issue:44297", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", "issue:45083|issue:45446", + "issue:43116|issue:43493", "issue:43937|issue:45563", - "issue:44117|issue:45588", + "issue:38617|issue:45278", + "issue:43064|issue:43673", "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:44625|issue:46002", + "issue:43827|issue:45446", "issue:39401|issue:44779", - "issue:43827|issue:45446" + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "9fddbf5d30f6cfe2871aaaa0f90cb178a98383a375d2ad3f4767451eff33c063", + "prepared_review_unit_hash": "090f33d026cc98cbf9a15120b9c8e687f16384f93935ecf85eea196668f899b8", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35924, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "soft_pair_count": 32, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated Transformers issues; the soft pairs share broad themes like v5 regressions or import/load failures, but none look like the same concrete bug. Issue 45478 is the most specific representative, but the set is not a true duplicate cluster.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45478 is the clearest, most actionable single bug report in the set (a narrow Qwen3.5 Moe from_pretrained failure), so it is the best representative if a canonical issue must be chosen.", + "summary": "The set is mostly a grab bag of distinct regressions and import/runtime bugs. I found no convincing duplicate pairs; the closest matches are only broad thematic overlaps (tokenizers, v5 regressions, model-specific loading issues), not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:33453 is the broadest tokenizer-regression report here and is the best representative anchor for the loose tokenizer-related subset; none of the soft pairs are strong enough to collapse the cluster further.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 has the strongest standalone triage value: specific model, specific failing path, and a plausible repro scope. Still, it is only a weak canonical candidate because the surrounding issues are largely unrelated.", + "best_issue_reason": "issue:33453 has the clearest umbrella framing ('Regression in tokenizer loading') among the issue set, making it the best single issue to represent the cluster despite the lack of true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Both involve Qwen3.5 and save/load, but one is save_pretrained checkpoint contents and the other is from_pretrained loading failure; different concrete bugs." + "reason": "Different failures: missing module import vs tokenizer adding a space after an added token." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages and likely unrelated failure points." + "reason": "Import error for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "Both are tokenizer regressions, but one is wrong decoder type in v5 and the other is Deepseek output corruption; not the same bug." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer output drift across versions is not the same as a flash-attention generation failure." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different code paths and symptoms." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Different import/version-check failures in different code paths; no shared underlying bug." + "reason": "Loading with base_model_prefix vs NaNs in classification heads are unrelated issues." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "SigLIP2 implementation mismatch and a Qwen3.5 image infinite loop are different model-specific problems." + "reason": "TF32 API guidance and a missing image-patch helper in GLM46VImageProcessorFast are unrelated." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both mention saving model states, but dequantized Ministral/Devstral saving and FP8 MoE save_pretrained are distinct bugs." + "reason": "Both mention version checks, but one is a Python support break and the other is a PyTorch import/version guard bug." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both are from_pretrained-related, but one misses a model weight and the other drops kwargs in AutoProcessor; different code paths." + "reason": "VitPose model breakage and Ministral flash-attention failure are different model-specific regressions." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek tokenization corruption are separate tokenizer bugs." + "reason": "Both involve multimodal models, but SigLIP2 discrepancy and a Qwen3_5 infinite loop are not the same defect." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "45278 is a broad bundle of import errors; 38617 is one specific missing symbol. Too generic to treat as the same bug." + "reason": "FineGrainedFP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "VRAM leakage in threaded Qwen3ForCausalLM usage is unrelated to dtype mismatches in inference." + "reason": "Optimizer SGD args not used is a training/optimizer bug; trainer.evaluate() after train() is a separate lifecycle issue." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are not the same concrete defect." + "reason": "Both are Qwen3.5 save/load regressions, but one is wrong visual-encoder keys on save and the other is a from_pretrained error for MoE; not clearly one bug." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Different Qwen model variants and different failure modes; too broad to be one duplicate." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Loading models with base_model_prefix and NaNs in classification heads are different failure modes." + "reason": "Example script empty multi-label results is unrelated to a pipeline() error-message regression." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "TF32 settings guidance and a missing multimodal image-processor method are unrelated." + "reason": "Feature-extract length helper behavior and a flex_attention import guard are unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Python version compatibility and a PyTorch version check bug are different release/platform issues." + "reason": "Classification example behavior and SigLIP2 model discrepancy do not share the same underlying bug." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity and a stale warning for num_return_sequences are separate generation issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Broken ViTpose models and Ministral FlashAttention failures are separate model-specific regressions." + "reason": "Specific missing layer_type_validation import and broad upgrade-time import errors overlap only loosely; not the same concrete issue." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state corruption during training is unrelated to missing generation cache in chunked prefill." + "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache during chunked_prefill are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Empty multi-label classification outputs and SigLIP2 JAX parity issues are unrelated." + "reason": "Tokenizer loading regression and wrong offset_mapping are different tokenizer bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train() are different trainer bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are unrelated." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both concern Qwen3.5 save/load behavior, but one is incorrect visual encoder keys on save and the other is a from_pretrained error; not the same bug." + "reason": "num_labels propagation in Qwen3.5 and NaNs after checkout/init are different classification-head problems." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Both involve Qwen3.x/Moe models, but the reported failures are different and not clearly the same code-path regression." + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Example-script multi-label output and pipeline translation messaging are separate issues." + "reason": "Both are tokenizer-output regressions, but they affect different models and different outputs; not a duplicate." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version-check import problem." + "reason": "Gradient checkpointing in eval mode and incorrect outputs with pipeline parallelism are distinct training/inference bugs." }, { "left": "issue:43937", - "right": "issue:45563", + "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation-layer issues." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crashes are unrelated." + "reason": "Tied-weight serialization inconsistency and classification-head NaNs after checkout/init are not the same defect." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 tokenizer offset mapping bug are different tokenizer problems." + "reason": "PEFT minimum version bump and an AuxRequest import version check are unrelated dependency issues." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Wrong offset_mapping and incorrect tokenization results are both tokenizer-related, but the concrete bugs and affected behavior differ." + "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different video-processing failures." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and Mistral regex patch crashing on backend_tokenizer are separate tokenizer-loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Docs still referencing pipeline() and an import/version-check bug are not the same underlying issue." + "reason": "Different missing imports in different modules; only the general symptom matches, not the underlying bug." } ] }, @@ -12841,7 +12933,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:38617", "issue:39401", @@ -12849,274 +12941,317 @@ "issue:42175", "issue:42222", "issue:42371", - "issue:42490", - "issue:42617", "issue:42673", "issue:42831", + "issue:43012", "issue:43066", + "issue:43097", "issue:43122", + "issue:43335", "issue:43408", "issue:43421", - "issue:43450", - "issue:43582", - "issue:43673", + "issue:43441", + "issue:43452", + "issue:43577", "issue:43742", + "issue:43874", "issue:43906", + "issue:43931", "issue:43937", - "issue:43986", + "issue:44038", "issue:44075", - "issue:44117", "issue:44220", "issue:44261", + "issue:44263", "issue:44291", "issue:44410", - "issue:44466", "issue:44483", "issue:44484", + "issue:44485", + "issue:44493", "issue:44496", "issue:44829", - "issue:44933", + "issue:44964", "issue:44977", "issue:45071", - "issue:45081", + "issue:45072", "issue:45216", "issue:45278", "issue:45310", - "issue:45341", - "issue:45405", - "issue:45446", + "issue:45459", "issue:45464", + "issue:45478", "issue:45542", - "issue:45561", - "issue:45656", - "issue:46002" + "issue:45656" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:43937|issue:44977", - "issue:42673|issue:43906", - "issue:45405|issue:45446", - "issue:44291|issue:45071", - "issue:43450|issue:43986", - "issue:45341|issue:45561", - "issue:44117|issue:45081", - "issue:38617|issue:41628", + "issue:42673|issue:45072", "issue:44410|issue:45310", - "issue:39401|issue:43421", "issue:44829|issue:45216", "issue:44484|issue:45310", - "issue:42371|issue:44261", - "issue:42673|issue:43582", - "issue:42617|issue:45341", + "issue:44291|issue:45071", + "issue:39401|issue:43421", "issue:43408|issue:43742", - "issue:44933|issue:45278", "issue:42222|issue:45542", - "issue:42490|issue:42673", - "issue:42175|issue:42222", "issue:43937|issue:44496", - "issue:38617|issue:44220", "issue:44483|issue:45464", - "issue:42371|issue:42831", - "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:44964|issue:45278", "issue:44075|issue:45656", - "issue:43673|issue:45341" + "issue:42371|issue:44261", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263" ], - "prepared_review_unit_hash": "50d0b13290d23a48d6c78d322b2201c918755ec27402d802b5abd4139a3480a6", + "prepared_review_unit_hash": "a29438eb82c214356c71b69da3df99db7db68bbb908362f1b761a6e11b3ed5a7", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35284, - "estimated_input_tokens": 8821, - "estimated_eval_tokens": 17898 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37702, + "estimated_input_tokens": 9426, + "estimated_eval_tokens": 19108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes import errors, tokenizer regressions, model-specific bugs, training/optimizer issues, and testing-utils problems. None of the soft-similarity pairs look like the same concrete underlying bug or change, so no duplicates should be merged here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly false-positive similarity matches: the items span unrelated model-specific regressions, tokenizer bugs, dtype/precision issues, and packaging/import problems. No soft pair looks like the same concrete bug or change, so none should be merged as duplicates. A broad Transformers upgrade/import regression is the best issue anchor.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest and most central regression-style report in the set, covering multiple import failures after upgrading Transformers.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the closest broad regression report in the set because it describes tokenizer behavior changing across versions, but the cluster is too mixed for it to serve as a true canonical issue.", + "best_issue_reason": "issue:45278 is the best standalone anchor because it describes a wide upgrade breakage pattern that could plausibly subsume nearby import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Different failure modes: tied-weight serialization/device-dependent save behavior vs NaNs during checkout/init." + "reason": "Different failures: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in inference." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Unrelated model-specific generation issues: invalid GenerationConfig vs flash-attention generation failure." + "reason": "Different bug shapes: missing qwen3next projections vs Qwen3.5 MoE from_pretrained load error." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "One is a VRAM leak in multithreaded dataloading; the other is just an isolated reproduction of a different issue." + "reason": "FlashAttention-3 training degeneration is not the same as a broken Qwen3.5 save_pretrained checkpoint." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "PEFT version pinning/release mismatch is unrelated to the flex_attention PyTorch version check bug." + "reason": "Unrelated: shard-size configuration question vs Qwen3.5 MoE loading failure." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Different code paths: init_empty_weights argument handling vs PreTrainedConfig type-checking in v5.4." + "reason": "Different code paths: init_empty_weights argument handling vs PreTrainedConfig type checking regression." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Batched video processor shape bug is not the same as the AutoProcessor crash when torchvision is missing." + "reason": "Both tokenizer-related, but one is wrong offset mapping and the other is runtime post-processor updates; not the same bug." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both touch testing utilities, but one is a small utility bug and the other is a pytest-xdist race on a capture file." + "reason": "Different models and symptoms: SAM3 tracker warning vs MobileLLM key error on load." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer mapping returning None and Mistral regex patch crashing are separate tokenizer failures." + "reason": "VitPose model breakage is unrelated to the TensorFlow backend packaging issue." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Both are import errors, but for different symbols and modules with different root causes." + "reason": "GenerationConfig validation error is unrelated to unrecognized model/config.json loading." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different model families and symptoms: missing QKV projections vs Qwen3.5 MoE from_pretrained failure." + "reason": "Both touch chat/completions, but one is a general API acceptance failure and the other is a Qwen3.5 streaming-specific bug." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is a different bug from runtime post-processor updates for special tokens." + "reason": "TensorFlow optional dependency packaging is unrelated to VitPose model breakage." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Flash-attention training degeneration and incorrect save_pretrained serialization are distinct issues." + "reason": "Specific Phi-4 multimodal loading failure is not the same as broad import errors after upgrading." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "A question about max_shard_size is unrelated to a Qwen3.5 MoE loading error." + "reason": "Optimizer SGD argument handling is not the same as deepspeed calling step twice." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API settings and MLA rms_norm_eps precision error are different problems." + "reason": "TF32 settings warning and MLA RMS norm epsilon precision bug are unrelated." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "VRAM leak in multi-threaded inference is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Tokenizer decoder type regression and tokenization output changes are related in theme but not the same concrete defect." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "A compiler warning during bfloat16 compile is different from model components remaining float32 after loading." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "A model-type warning for sam3_tracker is not the same as a KeyError loading MobileLLM-125M." + "reason": "Sharding-size question is unrelated to the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "One is a specific nonexistent import; the other is a broad report of many import errors after upgrade." + "reason": "Missing image-patch count method in GLM46V is unrelated to MLA layernorm epsilon precision issues." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A path-with-slash import warning is not the same as a VRAM leak in threaded dataloading." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are distinct model-loading problems." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "TensorFlow backend packaging and VitPose model breakage are separate issues." + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regression classes." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config.json problems are different failure classes." + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the _torch_extract_fbank_features issue." + "reason": "AutoImageProcessor import failure is not the same as PreTrainedConfig type checking." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning in bf16 compile is unrelated to the SAM3 model-type warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API request rejection and the other is a streaming inference failure on a specific model." + "reason": "VitPose breakage is unrelated to tokenizer errors being masked by protobuf import handling." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models and symptoms do not indicate the same bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in PretrainedConfig is unrelated to TensorFlow backend installation problems." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior controls and FineGrainedFP8 accuracy problems do not share the same root cause." + "reason": "TF32 control API warning and FineGrainedFP8 accuracy issue are distinct precision topics." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer regressions, but one is about decoder type in v5 and the other is about tokenization differences; not the same concrete bug." + "reason": "VRAM leak under multithreaded dataloaders is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "SGD args being ignored is unrelated to optimizer.step() being called twice under deepspeed." + "reason": "The isolated reproduction reference does not show the same underlying bug as the VRAM leak report." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated." + "reason": "Shape mismatch when loading Qwen3-VL-30B is different from the Qwen3-VL-Moe bug report." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal for tie_embeddings is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "GLM46V image patch counting and GlmMoeDsaIndexer split outputs are unrelated model internals." } ] }, @@ -13138,353 +13273,331 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:38617", - "issue:41628", - "issue:42222", + "issue:42617", + "issue:42673", "issue:42757", + "issue:42886", "issue:43012", "issue:43064", "issue:43066", "issue:43097", - "issue:43335", + "issue:43208", + "issue:43381", "issue:43408", - "issue:43441", - "issue:43452", "issue:43502", - "issue:43531", - "issue:43577", + "issue:43550", + "issue:43825", "issue:43873", - "issue:43874", + "issue:43901", "issue:43906", "issue:43931", "issue:43976", "issue:43986", "issue:43992", - "issue:44016", "issue:44038", "issue:44062", "issue:44117", "issue:44261", - "issue:44263", "issue:44315", "issue:44351", "issue:44368", "issue:44410", "issue:44484", "issue:44485", - "issue:44493", + "issue:44655", "issue:44704", - "issue:44829", + "issue:44945", + "issue:44964", "issue:44987", - "issue:45003", "issue:45071", "issue:45103", + "issue:45200", + "issue:45290", "issue:45341", "issue:45372", "issue:45375", - "issue:45459", - "issue:45478", - "issue:45542", - "issue:45588" + "issue:45561", + "issue:45588", + "issue:45859" ], "soft_pairs": [ - "issue:43012|issue:43577", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:44410|issue:45478", - "issue:43097|issue:44493", - "issue:44263|issue:44485", - "issue:41628|issue:45071", - "issue:43012|issue:43408", - "issue:42222|issue:45459", - "issue:45071|issue:45542", - "issue:43441|issue:44829", - "issue:43931|issue:44410", - "issue:43335|issue:45071", - "issue:43931|issue:44038", - "issue:45003|issue:45341", - "issue:43097|issue:43452", - "issue:44117|issue:44987", - "issue:43986|issue:45341", - "issue:43986|issue:44484", - "issue:43874|issue:44263", "issue:43408|issue:44368", - "issue:43976|issue:45071", - "issue:43986|issue:45372", - "issue:43531|issue:45341", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43976|issue:44945", "issue:38617|issue:42757", - "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:44410|issue:45375", "issue:43097|issue:45588", "issue:44062|issue:44117", "issue:38617|issue:44351", + "issue:44964|issue:45071", + "issue:42673|issue:45200", "issue:44038|issue:44410", "issue:44704|issue:45103", + "issue:43931|issue:44410", "issue:43502|issue:43992", + "issue:44964|issue:45341", + "issue:44261|issue:44485", + "issue:45341|issue:45859", "issue:43986|issue:44117", "issue:43097|issue:43873", - "issue:43986|issue:44016", - "issue:43066|issue:43906" + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:42617|issue:45341", + "issue:43097|issue:43901", + "issue:45341|issue:45561", + "issue:43825|issue:44655", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368" ], - "prepared_review_unit_hash": "dffe142b16a27cfbc808589568ee4ccd6ee3ce5d591264ae90c881b749c23ec3", + "prepared_review_unit_hash": "b319016211b2e9c9609e181037256bca8c10f7628023ce1b3de180be1978d35b", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39163, - "estimated_input_tokens": 9791, - "estimated_eval_tokens": 19838 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, model-specific loading bugs, configuration regressions, and unrelated runtime warnings. The soft-similarity pairs all look superficially related but refer to different concrete code paths or failure modes, so they should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43097 is the closest thing to a canonical anchor because it describes a concrete, high-impact Transformers v5 API break with downstream references, and it best matches the broad version-regression theme among these otherwise mixed reports.", + "summary": "This cluster is a heterogeneous mix of unrelated issue reports (imports, loading, tokenizer/config warnings, model-specific bugs, pipeline behavior, offloading, etc.). None of the soft pairs appear to describe the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open issue in the set, so it is the best anchor for triage despite the cluster not being a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "There is no true single issue covering the whole set, but issue:43097 is the strongest triage anchor because it is specific, impactful, and broadly representative of the v5 breakage subgroup.", + "best_issue_reason": "issue:43873 has the strongest activity/signals (discussion and inbound references) and is broad enough to serve as the representative issue for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Different bugs: one is a bfloat16 compilation warning, the other is a Blip2 dtype propagation issue." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "Unrelated: max_shard_size default behavior vs a Qwen3.5-Moe from_pretrained loading error." - }, - { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Different model/code paths: missing GLM46V image-patch API vs MLA q_a_layernorm precision mismatch." + "reason": "Different warnings in different subsystems: SAM model-type mismatch vs tie_word_embeddings config warning for Qwen3.5." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different Qwen families and failures: missing projections in Qwen3Next vs Qwen3.5-Moe loading error." + "reason": "Processor loading crash without torchvision is unrelated to save_pretrained shard-size behavior." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different regression classes: removed config flag vs unexpected position-id key handling." + "reason": "One is a tokenizer mapping None-handling bug; the other is a model-specific load failure for physical-intelligence/fast." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Separate internals: torch.split return-value handling vs GLM-5 RoPE implementation." + "reason": "Python-version compatibility failure and pipeline-parallel output corruption are separate problems." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different APIs: missing AutoImageProcessor import vs PretrainedConfig type checking breakage." + "reason": "Both are import errors, but they involve different missing symbols from different modules and different code paths." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Both are warnings, but they come from different subsystems and model types with different causes." + "reason": "Wrong optimizer state placement with FSDP2/PEFT is unrelated to Liger Kernel not applying under model_init." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Unrelated: VitPose model breakage vs tokenizer protobuf exception masking." + "reason": "Both mention Qwen3-family configs, but one is a missing projection in a model layer and the other is a config field being dropped." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Config typing regression and TensorBoard/TensorFlow backend error are unrelated." + "reason": "Removed config API warning and flash_attention sink-less crash are unrelated issues." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different FlashAttention failures: one is a model loading issue, the other is a degenerate training behavior." + "reason": "Tokenizer constructor argument conflict is not the same bug as TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Different problems: Qwen3-VL weight shape mismatch vs missing Qwen3Next layer projections." + "reason": "Different import failures for different names and packages; no shared underlying defect is evident." }, { - "left": "issue:43335", + "left": "issue:44964", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug and PretrainedConfig type checking breakage are unrelated." + "reason": "Model-specific loading failure is unrelated to PreTrainedConfig type-checking breakage." }, { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Different model families and symptoms: load-time weight mismatch vs Qwen3.5/Qwen3-VL-Moe regression." - }, - { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:45200", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the small testing_utils bug." + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Different load-path regressions: removed tie_embeddings flag vs gguf_file tokenizer/model loading breakage." + "reason": "Qwen3-VL-Moe compatibility issue and qwen3next missing projections are different model bugs." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Tokenizer mapping None is not the same bug as loading physical-intelligence/fast on v5.1.0." + "reason": "Passing kwargs through AutoProcessor.from_pretrained is a runtime bug; _process_kwargs_parameters crashing under future annotations is a separate docstring utility bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "AutoProcessor/torchvision crash and testing_utils bug are unrelated." + "reason": "Weight-shape mismatch loading Qwen3-VL-30B-A3B-Instruct is not the same as missing qkv/gate projections in qwen3next." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Different issues: missing torchvision dependency handling vs a save_pretrained shard-size question." + "reason": "local_files_only network leakage and missing embed_tokens.weight are different from-pretrained failures." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Both involve model internals, but one is a missing image-patch method and the other is torch.split output handling." + "reason": "Model loading error and a testing_utils bug are unrelated." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different warnings from different configs: SAM3 model-type mismatch vs tie_word_embeddings warning." + "reason": "RMS norm epsilon precision mismatch is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Python version compatibility and config type checking are unrelated." + "reason": "A testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are not the same issue." }, { "left": "issue:43986", - "right": "issue:45372", + "right": "issue:44117", "accept": false, - "reason": "Different dependency/import failures: no torchvision vs missing ReasoningEffort import." + "reason": "AutoProcessor/torchvision import crash and tokenizer mapping None-handling are distinct failure points." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." + "reason": "Removed API warning and quantization/offloading behavior are unrelated." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules, so not the same underlying bug." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not share the same concrete bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Distinct model issues: rms_norm_eps precision error vs GLM-5 RoPE implementation." + "reason": "Processor loading without torchvision is unrelated to chat template crashes with tool-call assistant messages." }, - { - "left": "issue:43064", - "right": "issue:44315", + { + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different training bugs: wrong optimizer state partitioning in FSDP2+PEFT vs Liger Kernel not being applied with model_init." + "reason": "Both affect processor loading, but the missing torchvision dependency and the mistral_common ReasoningEffort import error are different root causes." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Different Qwen3.5-Moe issues: missing projections vs missing config field being dropped." + "reason": "Running 3d_parallel.py and a testing utility bug are unrelated." }, { "left": "issue:43097", - "right": "issue:45588", + "right": "issue:43901", "accept": false, - "reason": "Removed tie_embeddings flag and a FlashAttention s_aux=None crash are unrelated." + "reason": "Config API removal warning and outdated pipeline docs are different issues." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Different tokenizer failures: AddedToken kwarg collision vs TOKENIZER_MAPPING_NAMES returning None." + "reason": "A small testing_utils bug is unrelated to pytest-xdist races on captured_info.txt." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Both are import failures, but they concern different missing exports and different root causes." + "reason": "Pipeline translation-task messaging and saving Pipeline objects are different behaviors." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Different Qwen variants and different defects: general v5/Qwen3.5-Moe bug vs missing layer projections." + "reason": "AutoProcessor crash without torchvision is unrelated to a testing_utils bug." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation crashes are unrelated." + "reason": "Missing embed_tokens.weight on load and save_pretrained shard-size defaults are unrelated." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Local-files-only network leakage and missing UMT5 encoder weights are separate loading bugs." + "reason": "Testing utility bug and flash_attention crash on s_aux=None do not share a code path." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "No torchvision crash and tokenizer mapping None are unrelated failures." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/compiler issues." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Different regressions: removed config option vs quantization/offloading not working as expected." + "reason": "PyTorch bfloat16 warning is unrelated to a compile-time SDPA model failure." }, { - "left": "issue:43986", - "right": "issue:44016", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "A runtime import/dependency crash is not the same as a notebook syntax error." + "reason": "Offline cache loading failure and gradient checkpointing in eval mode are separate problems." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + "reason": "Precision warning for bfloat16 compilation is unrelated to a tie_word_embeddings config warning." } ] }, @@ -13506,346 +13619,328 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:36010", "issue:36683", "issue:38617", "issue:42490", "issue:42757", - "issue:42886", + "issue:42898", "issue:42907", "issue:42994", "issue:43012", "issue:43064", - "issue:43097", + "issue:43066", "issue:43208", "issue:43299", "issue:43352", - "issue:43381", "issue:43475", "issue:43502", + "issue:43525", "issue:43526", - "issue:43550", - "issue:43582", + "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", - "issue:43825", "issue:43867", + "issue:43881", "issue:43901", + "issue:43906", "issue:43937", "issue:43976", "issue:43992", "issue:44038", - "issue:44077", "issue:44222", "issue:44230", - "issue:44368", + "issue:44242", + "issue:44263", "issue:44380", "issue:44483", - "issue:44484", "issue:44485", "issue:44514", "issue:44655", "issue:44683", "issue:45216", "issue:45290", + "issue:45310", "issue:45381", + "issue:45440", "issue:45478", - "issue:45479", "issue:45753" ], "soft_pairs": [ - "issue:43097|issue:43901", - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:43208|issue:43550", - "issue:43012|issue:43550", - "issue:42886|issue:43381", - "issue:43352|issue:44380", - "issue:43012|issue:44368", - "issue:42907|issue:44655", "issue:42907|issue:45753", - "issue:44380|issue:45479", - "issue:43352|issue:43976", - "issue:43064|issue:44380", + "issue:42907|issue:44655", "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:36683|issue:43582", "issue:44222|issue:45478", + "issue:43208|issue:43526", "issue:42490|issue:43012", - "issue:43618|issue:43761", "issue:43012|issue:44683", "issue:42757|issue:43824", - "issue:43618|issue:44380", - "issue:38617|issue:43502", "issue:44038|issue:44230", + "issue:38617|issue:43502", "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", "issue:44483|issue:45381", "issue:43299|issue:43867", - "issue:43756|issue:44485", "issue:43901|issue:44655", - "issue:43299|issue:45753", "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:43352|issue:43937", - "issue:44077|issue:44380", "issue:43867|issue:45216", - "issue:36010|issue:42757" + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43611|issue:44655", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "0e49f0a621bbc6498f82d8a4470f00678797e16c936b3ee2aa3c0bf97adb8f32", + "prepared_review_unit_hash": "2a42b4cc3614957fd7fab0d8bd72ade4bd36b5d6c0ceaadb23da1f7ace222c50", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38227, - "estimated_input_tokens": 9557, - "estimated_eval_tokens": 19370 + "soft_pair_count": 33, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers regressions around imports, loading/saving, attention, or chat/template behavior. None of the soft pairs look like the same underlying bug, so all soft edges are rejected.", - "confidence": 0.24, - "canonical_issue_reason": "issue:43097 is the broadest representative here: a concrete v5 breaking-change regression with downstream references, while the other items are narrower or clearly unrelated symptoms.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers v5 regressions, import errors, and model-specific load/save bugs. One small CLIP-output regression pair looks mergeable; the rest are too semantically different to dedupe confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43611 is the broadest representative: a general Transformers 5.0 model-loading regression, closer to the cluster\u2019s recurring save/load breakages than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best umbrella issue in the set because it is a user-facing breaking regression with some cross-links, even though the cluster is too mixed to treat as a true duplicate group.", + "best_issue_reason": "issue:43611 is the strongest single issue to keep as the cluster representative because it is the most generic and likely to attract related v5 loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Removal of a config field in v5 is not the same bug as a docs/behavior mismatch for return_all_scores." + "reason": "Different bugs: dequantized model saving failure vs an infinite-loop inference bug on a specific image." }, { - "left": "issue:43825", + "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Chat-template task support is unrelated to saving Pipeline objects." + "reason": "Both involve saving, but one is dequantized model serialization and the other is Pipeline.save_pretrained; different code paths." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Missing embed_tokens.weight during load is unrelated to the save_pretrained shard-size default question." + "reason": "Both touch chat-related APIs, but one is /v1/chat/completions request validation and the other is batched apply_chat_template padding behavior." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "xLSTM training bugs are not the same as Bamba torch.compile/SDPA failures." + "reason": "One is FP8 save_pretrained for MoE, the other is Qwen3.5 MoE from_pretrained loading; related family, but not the same bug." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "A bfloat16 precision warning is a different issue from a compile-time SDPA failure." + "reason": "Completely different subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Offline cache loading is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Local-path import warning vs PyTorch precision warning while compiling; unrelated." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Nemotron FlashAttention 2 support is a different code path from GPT2 attention scaling being ignored." + "reason": "Both mention compile/attention-related execution, but one is a float32 warning and the other is a hard flex_attention failure on newer torch." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "PyTorch float32 warning on bfloat16 compile is unrelated to a tie_word_embeddings config warning." + "reason": "Both are import errors, but for different missing symbols from different packages/modules." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Dequantized model save failures are not the same as Pipeline serialization failures." + "reason": "Same broad model family, but one is a v5 breakage and the other is an fp8 inference feature/support request." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Saving dequantized models and an image-triggered infinite loop are unrelated bugs." + "reason": "ImportError for a removed symbol vs local_files_only still triggering network requests; unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Attention scaling being ignored is unrelated to degenerate zero loss in sequence classification." + "reason": "Different chat/template layers: API request acceptance vs tokenized assistant message handling with tool calls." }, { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "FlashAttention support in a specific model is unrelated to the Python-version compatibility issue." + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 output regressions in the same forward path: optional outputs are no longer populated (attentions/hidden_states)." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption is not the same as GPT2 attention scaling being ignored." + "reason": "Trainer/FSDP optimizer-state bug vs GPT2 attention-scaling ignored under SDPA/FlashAttention; unrelated." }, { "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat/completions request rejection is a server/API issue, not the same as apply_chat_template crashing on tool-call messages." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training problems are unrelated to BeitImageProcessorFast reduce_labels behavior." - }, - { - "left": "issue:36683", - "right": "issue:43582", + "right": "issue:45381", "accept": false, - "reason": "A missing config attribute is unrelated to an Apple Silicon allocator TypeError." + "reason": "Chat completions request validation vs Qwen2.5-VL video position-id correctness; different failures." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "FP8 save_pretrained issues and Qwen3.5 moe from_pretrained loading errors are different directions and different failures." + "reason": "Both are loading failures, but one is a specific Qwen3VL-Moe regression and the other is a generic sorted-state_dict load error." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Trailing-slash import warnings are unrelated to bfloat16 compile warnings." + "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; not the same bug." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both touch CLIP outputs, but one is missing attentions and the other is missing hidden_states; not the same bug." + "reason": "Gemma3 config attribute error vs SAM3 video encoder missing field; unrelated model-specific defects." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "A warning during compile is not the same as flex_attention breaking on torch>=2.9." + "reason": "Both concern saving, but one is quantized-model checkpointing and the other is Pipeline.save_pretrained serialization." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "These are different missing imports from different modules and symbols." + "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; unrelated." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "CLIP output fields and GPT2 attention scaling are different subsystems and symptoms." + "reason": "Both involve model checkpoints, but one is a load failure from sorted state_dict and the other is a bad save_pretrained checkpoint for Qwen3.5." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to local_files_only still making API requests." + "reason": "Different removed imports from different modules; same symptom, not the same underlying change." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Qwen3-VL-Moe loading regressions are not the same as FP8 inference support work." + "reason": "Both are v5 tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is decoder type selection." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Endpoint request validation and apply_chat_template crashes are separate code paths." + "reason": "Both are save/load-adjacent, but one is base_model_prefix model loading and the other is Pipeline persistence." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Qwen2.5-VL video vision_position_ids being wrong." + "reason": "Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion; same keyword, different model bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Qwen3-VL-Moe loading problems are not the same as a sorted-state_dict load error." + "reason": "Different missing-config attributes in different models: Gemma3 vocab_size vs Llama4 pad_token_id." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Smollm3 RoPE-layer omission is unrelated to a GLM-5 RoPE implementation discussion." + "reason": "Both are v5 regressions, but one is CLIP output fields and the other is Qwen3.5 checkpoint saving; different code paths." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "A docs mismatch about return_all_scores is unrelated to saving Pipeline objects." + "reason": "The torch.split indexer bug and DeepseekV3MoE divergence are unrelated model internals." }, { - "left": "issue:43299", + "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "Qwen3.5 VL/Moe loading regressions are unrelated to an image-specific infinite loop." + "reason": "An isolated reproduction of an old issue is not the same bug as an infinite-loop report on a specific image." }, { "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing an attribute are unrelated model-specific bugs." - }, - { - "left": "issue:42994", - "right": "issue:44655", + "right": "issue:44242", "accept": false, - "reason": "Quantized model save failure is not the same as Pipeline.save_pretrained serialization." + "reason": "Gemma3 config attribute error vs MoE load-balancing loss omission; unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Unsupported FlashAttention in one model is unrelated to an invalid GenerationConfig in GLM-5." + "reason": "Gemma3 config attribute error vs GLM-4V loading failure; different models and failure modes." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "patchtsmixer post_init validation and GPT2 attention scaling are different issues." + "reason": "Qwen3VL-Moe loading breakage vs Qwen3_5 infinite-loop inference bug; not the same issue." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Both are load/save regression flavored, but one is sorted-state_dict loading while the other is a Qwen3.5 save_pretrained checkpoint regression; not the same bug." + "reason": "Flash Attention support gating vs Python version incompatibility in Transformers 5.1.0; unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different import errors for different symbols and packages; same surface pattern, different underlying issue." + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different models and fixes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted CLIP pair (43618/43761) is a plausible same-regression match, and the other rejections are appropriately cautious given the distinct model paths and failure modes. The choice of 43611 as a broad cluster representative is reasonable from the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13860,7 +13955,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:28282", "issue:33453", @@ -13868,26 +13963,27 @@ "issue:36683", "issue:41669", "issue:42490", + "issue:42548", "issue:42890", - "issue:42898", - "issue:43010", "issue:43064", - "issue:43066", + "issue:43097", "issue:43352", - "issue:43525", + "issue:43441", + "issue:43502", "issue:43575", - "issue:43611", "issue:43618", "issue:43867", - "issue:43931", + "issue:43901", "issue:43976", "issue:43992", + "issue:44062", "issue:44075", "issue:44077", - "issue:44188", - "issue:44242", + "issue:44112", + "issue:44117", + "issue:44222", "issue:44246", - "issue:44263", + "issue:44351", "issue:44355", "issue:44360", "issue:44380", @@ -13897,281 +13993,287 @@ "issue:44855", "issue:44857", "issue:44938", + "issue:44964", "issue:44977", - "issue:45071", - "issue:45216", - "issue:45278", - "issue:45310", + "issue:45125", + "issue:45341", "issue:45357", "issue:45375", - "issue:45381", "issue:45440", "issue:45478", + "issue:45479", "issue:45561", - "issue:45593", - "issue:45850" + "issue:45588", + "issue:45600" ], "soft_pairs": [ - "issue:42898|issue:43066", - "issue:36683|issue:44077", - "issue:43611|issue:44655", - "issue:43976|issue:44938", - "issue:43352|issue:45593", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:44263|issue:45440", - "issue:36683|issue:44242", - "issue:44188|issue:44380", - "issue:43064|issue:44492", - "issue:43352|issue:43931", - "issue:43992|issue:45310", - "issue:43010|issue:45278", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:44380|issue:45479", "issue:44355|issue:44855", "issue:43867|issue:45375", "issue:41669|issue:44246", - "issue:36683|issue:43064", + "issue:43352|issue:45478", + "issue:43618|issue:44380", + "issue:36683|issue:44117", "issue:42890|issue:45561", - "issue:44938|issue:45071", + "issue:43064|issue:44492", + "issue:43097|issue:43352", "issue:43867|issue:45357", - "issue:43010|issue:45850", + "issue:43976|issue:44938", "issue:43992|issue:45478", - "issue:43010|issue:43976", - "issue:44938|issue:45381", - "issue:43618|issue:44077", "issue:42490|issue:44075", + "issue:43064|issue:44655", "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:44360|issue:45440", "issue:43867|issue:44484", + "issue:44077|issue:44380", "issue:43618|issue:44857", - "issue:43618|issue:44977" + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:43901|issue:44938", + "issue:44655|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "a1d93bb1664f891ab918dc4ba022010c9f51da52c2036af41b2cde91aaa64800", + "prepared_review_unit_hash": "5cc697aa806644476a36682402049cdf769a3ce60ae5c51310963de52810e9e6", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37072, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "soft_pair_count": 34, + "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 a loose grab-bag of Transformers regressions and performance issues, mostly model-specific loading/saving/config bugs rather than true duplicates. I found no pair that clearly describes the same underlying bug closely enough to merge as duplicates.", - "confidence": 0.31, - "canonical_issue_reason": "If a single anchor is needed, issue 45850 is the broadest umbrella report about widespread breakage in v5, but the cluster is too heterogeneous to justify a strong canonical duplicate choice.", + "summary": "This cluster is mostly a loose collection of import/load regressions and model-specific failures; none of the soft-similarity pairs look like the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42548 is the broadest, most user-facing import regression in the set ('cannot import name PreTrainedModel'), so it best represents the cluster's import/load failure theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best global triage anchor because it captures the widest user impact and can absorb related v5 breakage reports, even though most items here are not duplicates of it.", + "best_issue_reason": "issue:42548 is the best representative issue because it is generic, high-impact, and not tied to a single model or test case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43441 \u2014 Ministral-3 FlashAttention crash", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", "accept": false, - "reason": "Both are tokenizer-related, but one is a v5 behavior change and the other is a wrong decoder type; different bugs." + "reason": "Different models and different failures: model-specific FlashAttention incompatibility vs attention scaling config being ignored." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", "accept": false, - "reason": "Unrelated model config attribute error vs a separate rule change for optional post_init." + "reason": "Both touch attention backends, but one is an unsupported-model error and the other is a config-path bug." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "right": "issue:45479 \u2014 single_label_classification num_labels=1 zero loss", "accept": false, - "reason": "Different code paths: base_model_prefix loading regression vs Pipeline save_pretrained support." + "reason": "Unrelated subsystems: attention backend behavior vs sequence-classification loss computation." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44355 \u2014 Errors occur when running compiled Python files", + "right": "issue:44855 \u2014 DebertaV2Model import fails on Python 3.13 due to torch.jit.script parsing", "accept": false, - "reason": "Both are Python-version failures, but the reported failure modes and fixes are different." + "reason": "Both are import/runtime errors, but one is compiled-file handling and the other is a Python 3.13 TorchScript parsing issue." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:45375 \u2014 Qwen3_5MoeVisionConfig missing deepstack_visual_indexes", "accept": false, - "reason": "Completely different models and subsystems: FlashAttention support vs auxiliary loss handling." + "reason": "One is state_dict ordering during loading; the other is a missing config field being dropped." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:41669 \u2014 Remove import * usage from models", + "right": "issue:44246 \u2014 import transformers takes long sometimes", "accept": false, - "reason": "Same general pattern of missing config attributes, but for different models and different missing fields." + "reason": "Code-style/import-surface cleanup versus import-time performance regression; not the same bug." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error on transformers>=5.4.0", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 save_pretrained corruption are unrelated." + "reason": "Different model families and different failure modes; unsupported FlashAttention is not the same as a from_pretrained regression." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", "accept": false, - "reason": "Both involve MoE-style model code, but the concrete bugs and model implementations differ." + "reason": "Both mention attention, but one is an output-field regression and the other is backend-specific scaling behavior." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:36683 \u2014 Gemma3Config missing vocab_size", + "right": "issue:44117 \u2014 TOKENIZER_MAPPING_NAMES sometimes returns None", "accept": false, - "reason": "Different issues: missing Gemma3Config field vs load balancing loss not added." + "reason": "Config attribute missing vs tokenizer mapping lookup returning None; different layers of the loading stack." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt", "accept": false, - "reason": "Both mention attention behavior under backend changes, but they affect different mechanisms and are not the same bug." + "reason": "Both are test instability, but one is nondeterminism in a model test and the other is an xdist file-race in testing utils." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", + "right": "issue:44492 \u2014 Typo in Cache strategies", "accept": false, - "reason": "Training/FSDP optimizer-state corruption is unrelated to a cache strategy typo." + "reason": "Training-state corruption versus a documentation/wording issue; no shared code-path bug." }, { - "left": "issue:43352", - "right": "issue:43931", + "left": "issue:43097 \u2014 tie_embeddings_and_encoder_decoder removed without indication", + "right": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", "accept": false, - "reason": "Both are Qwen/Nemotron model loading issues, but they are different models and different failure signatures." + "reason": "API removal behavior and attention-backend support are unrelated." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:45357 \u2014 Qwen3.5 save_pretrained writes incorrect visual encoder keys", "accept": false, - "reason": "Both are from_pretrained errors, but for different models and different missing/corrupted weights." + "reason": "One is load-time ordering, the other is save-time key serialization; opposite directions and different mechanics." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43976 \u2014 Transformers 5.1.0 does not work with Python3.9+ but Python3.10+", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", "accept": false, - "reason": "One is about no_grad decoration on cache updates; the other is a broad import regression after version updates." + "reason": "Both are version-related import problems, but they target different Python releases and likely different breakages." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43992 \u2014 UMT5Encoder.from_pretrained misses embed_tokens.weight", + "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error", "accept": false, - "reason": "Different root causes: compiled Python file errors vs a Python 3.13 torch.jit.script parsing problem." + "reason": "Different model architectures and different missing/loading semantics; too broad to be the same bug." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:42490 \u2014 import warning when loading a local model from a path ending with slash", + "right": "issue:44075 \u2014 Optimizer SGD args are not used", "accept": false, - "reason": "State-dict loading error and a missing config field are not the same underlying bug." + "reason": "Local path handling during model loading is unrelated to optimizer argument handling." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", + "right": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", "accept": false, - "reason": "Both concern import performance, but one is about import * overhead and the other about intermittent import slowness." + "reason": "Training optimizer-state corruption and pipeline serialization are different code paths." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:36296 \u2014 tensor parallel training bug", + "right": "issue:43575 \u2014 Load Qwen2-57B-A14B-Instruct with tp lead to OOM", "accept": false, - "reason": "Missing config attribute vs FSDP2/PEFT optimizer-state corruption; no shared code-path bug." + "reason": "Both mention tensor parallelism, but one is a general training bug and the other is an out-of-memory load issue." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:28282 \u2014 AutoModel requires PyTorch library but it was not found", + "right": "issue:33453 \u2014 Regression in tokenizer loading", "accept": false, - "reason": "Both are test flakiness, but one is seed-related nondeterminism and the other is an xdist file race." + "reason": "Different layers: backend dependency detection vs tokenizer-loading regression." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:44360 \u2014 The DSA indexer lacks a ReLU", + "right": "issue:45440 \u2014 Native DeepseekV3MoE diverges from remote implementation", "accept": false, - "reason": "Different version/regression topics with different failure modes: import failure in Python 3.14 vs config type-checking breakage." + "reason": "Both are model/implementation discussions, but one is an activation detail and the other is a broader model parity issue." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:44484 \u2014 Why max_shard_size in save_pretrained() is 50GB?", "accept": false, - "reason": "One is a sorted state_dict load error; the other is incorrect visual encoder keys on save_pretrained." + "reason": "State-dict loading bug versus a save_pretrained shard-size question; not the same issue." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:44077 \u2014 patchtsmixer optional post_init should no longer be allowed", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", "accept": false, - "reason": "A cache no_grad concern is not the same bug as a broad 'many models break' regression report." + "reason": "Model config validation versus attention backend behavior." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44857 \u2014 LwDetrImageLoss crashes with float16 AMP and Cuda", "accept": false, - "reason": "Different models and likely different weight-mapping/loading failures." + "reason": "Output dataclass regression versus AMP/CUDA numerical crash; different paths." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", "accept": false, - "reason": "Unrelated: cache update semantics vs Python-version compatibility." + "reason": "Attention-output field issue and generation behavior under FlashAttention are not the same bug." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:45588 \u2014 flash_attention.py crashes on s_aux=None for sink-less models", "accept": false, - "reason": "Different model families and different bugs; both are release regressions only at a very high level." + "reason": "Both are attention-related, but one is missing output assignment and the other is a null-handling crash in a specific integration." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43901 \u2014 TextClassificationPipeline docs mention return_all_scores", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + "reason": "Documentation mismatch versus import/load failure on a specific Python version." }, { - "left": "issue:42490", - "right": "issue:44075", + "left": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", "accept": false, - "reason": "Local-path import warning vs optimizer argument handling are unrelated." + "reason": "Pipeline serialization and Python-version import failure are unrelated." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:44964 \u2014 Cannot load Phi-4 multimodal model with latest transformers", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM during model loading." + "reason": "A flaky integration test is not the same as a model-loading regression." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:44112 \u2014 Stale device override test in GraniteSpeech fails on CI", "accept": false, - "reason": "Completely different problems: missing PyTorch dependency vs tokenizer loading regression." + "reason": "Both are CI/test issues, but one is seed nondeterminism and the other is a stale device-override assertion." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs", "accept": false, - "reason": "Both touch model internals, but the DSA indexer ReLU issue and DeepSeekV3 implementation divergence are different bugs." + "reason": "Test flakiness versus broken auto-mapping references; different root causes." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:43502 \u2014 API requests are made despite local_files_only=True", + "right": "issue:44062 \u2014 AddedToken got multiple values for keyword argument special", "accept": false, - "reason": "State-dict loading failure and max_shard_size behavior are unrelated." + "reason": "Network/local-files-only behavior is unrelated to tokenizer AddedToken construction." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44222 \u2014 FP8 save_pretrained moe", + "right": "issue:45125 \u2014 Qwen3_5MoeForConditionalGeneration missing _tp_plan", "accept": false, - "reason": "Different models and symptoms; no shared code-path problem." + "reason": "Serialization in FP8 versus missing tensor-parallel plan; different features and failure modes." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45341 \u2014 A little bug in testing_utils.py", + "accept": false, + "reason": "Both touch tests, but one is a flaky model test and the other is an unspecified utility bug." + }, + { + "left": "issue:42548 \u2014 cannot import name PreTrainedModel from transformers", + "right": "issue:44351 \u2014 cannot import name HybridCache from transformers", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to CLIPOutput attentions assignment." + "reason": "Both are missing-symbol import errors, but they affect different public symbols and likely different export paths." } ] }, @@ -14193,7 +14295,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:30333", "issue:30990", @@ -14206,334 +14308,353 @@ "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:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:44062", - "issue:44112", + "issue:43901", + "issue:43976", "issue:44222", "issue:44230", + "issue:44261", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", + "issue:44368", "issue:44387", "issue:44485", - "issue:44492", "issue:44556", + "issue:44623", "issue:44655", "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:44964", "issue:45071", "issue:45125", - "issue:45341", + "issue:45230", + "issue:45278", "issue:45375", "issue:45468", "issue:45478", - "issue:45600" + "issue:45656", + "issue:45850" ], "soft_pairs": [ - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43502|issue:44062", - "issue:43723|issue:44556", - "issue:44222|issue:45125", - "issue:42890|issue:45341", - "issue:44387|issue:44556", - "issue:42548|issue:44351", - "issue:43010|issue:43065", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", - "issue:43010|issue:43232", "issue:30990|issue:31795", - "issue:45125|issue:45375", "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", "issue:42831|issue:43874", "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43010|issue:45850", "issue:43502|issue:44961", + "issue:44315|issue:44360", "issue:44355|issue:45071", "issue:30333|issue:36296", "issue:44355|issue:44655", "issue:43827|issue:44961", "issue:44222|issue:44230", + "issue:43299|issue:44556", "issue:33453|issue:34689", "issue:42757|issue:43576", + "issue:43010|issue:45656", "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:41628|issue:42548", "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:43010|issue:43976", "issue:38617|issue:43576", "issue:43576|issue:44938", - "issue:43673|issue:44492", "issue:44908|issue:44961", - "issue:44485|issue:44961" + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "fa21192ad3c50af8bdf97cf98b3d18bbc7252af863ef2633cdccf21edb554d5f", + "prepared_review_unit_hash": "c6ef24022ec453f56d26135238aacb98addf3c5b2502583ee5011329ea670304", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39025, - "estimated_input_tokens": 9757, - "estimated_eval_tokens": 19770 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38246, + "estimated_input_tokens": 9562, + "estimated_eval_tokens": 19380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues (imports, model loading, flaky tests, generation, FP8, tensor parallelism). There is no strong duplicate cluster overall; only one soft pair looks plausibly like the same Qwen3.5 MoE loading bug.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the whole set: the reports span different subsystems and failure modes, so collapsing them into one tracker would be misleading.", + "summary": "The cluster is mostly a heterogeneous set of Transformers-related bug reports, with many loading/import/runtime regressions and a few documentation or feature-specific issues. None of the soft pairs look like true duplicates; they share broad themes but not the same concrete bug or code path.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it describes a broad, concrete post-upgrade import/load regression and is more representative of the recurring v4->v5 breakage theme than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 is the closest broad representative of the repeated v5 loading-regression theme, but it still does not cover most of the other issues here.", + "best_issue_reason": "issue:45278 is the strongest global representative because it is explicit, user-facing, and broad enough to capture the common failure mode seen across the cluster without being overly vague.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "SAM HQ test flakiness from missing seeding is unrelated to a Phi-4 multimodal loading failure." - }, - { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both mention CI/test failures, but they involve different models and different root causes." + "reason": "Different failure domains: offline/local file fetching vs GLM-5 RoPE implementation." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Flaky SAM HQ integration tests and stale auto_mappings config references are different bugs." + "reason": "One is about compiled Python file execution errors; the other is a slowdown after upgrading versions." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword collisions are unrelated code paths." + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading error." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Both are loading-related, but one is tokenizer loading and the other is checkpoint reload compatibility; too different to merge." + "reason": "Unrelated: sentence-transformers loading hang vs documentation confusion for model.forward arguments." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are distinct problems." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "A seed-related flaky test and a generic testing_utils bug are not clearly the same defect." + "reason": "Different missing config fields and different code paths in Qwen3.5 MoE / vision config." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "int4 quantization memory growth causing OOM is not the same as checkpoint reload failure after upgrade." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "These are different missing top-level imports for different symbols." + "reason": "Int4 memory regression is not the same bug as checkpoint reload failures after upgrading." }, { "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44485", + "right": "issue:45278", "accept": false, - "reason": "Unexpected API requests with local_files_only=True is unrelated to GLM-5 RoPE implementation." + "reason": "Cache update no_grad decoration is unrelated to import errors after a version upgrade." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Compiled Python file errors and a data-filtering slowdown are not the same underlying bug." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE loading path in v5.4.0; missing _tp_plan metadata plausibly explains the from_pretrained failure." + "reason": "Both are loading-related, but tokenizer loading and checkpoint reload failures are distinct problems." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "These are different generation/cache issues with different triggers and code paths." + "reason": "FP8 accuracy issue is unrelated to a missing image-processor method causing AttributeError." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Sentence Transformers getting stuck loading and a documentation clarification in model.forward are unrelated." + "reason": "Offline API requests bug is not the same as FP8 save_pretrained support." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Same model family, but a missing tensor-parallel plan and a missing config field are different bugs." + "reason": "No_grad decoration for cache updates is unrelated to a config warning about tie_word_embeddings." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "MLFlow failure reporting and tokenizer loading regression are unrelated." + "reason": "Too broad to be the same bug; one is a specific cache mutation issue, the other a generic complaint about many model breakages." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "FP8 accuracy degradation and a missing image-patch count method are different failures." + "reason": "Local-files-only behavior has nothing to do with the unrelated 'racoon' issue." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Local-files-only network leakage and FP8 save_pretrained behavior do not share a concrete code path." + "reason": "Liger kernel application and a missing ReLU in DSA indexer are different subsystems and bugs." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Both are version-related loading regressions, but for different models and different failure modes." + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking breakage." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Applying Liger Kernel via model_init and a missing ReLU in the DSA indexer are unrelated." + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training behavior." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "A network access bug and a placeholder-named issue are clearly unrelated." + "reason": "Running compiled Python files and saving Pipeline objects are separate issues." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation references to pipeline() and the racoon issue are unrelated." + "reason": "Docs referencing pipeline() after removals is unrelated to the trivial 'racoon' issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are adjacent but not the same bug." + "reason": "Save_pretrained for FP8 MoE and FP8 inference support are different features and code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve model loading regressions, but they target different models and failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading regression are different issues." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and a broken transformers env CLI are separate problems." + "reason": "Missing hub import and a broken env CLI command are related only by version context, not by the same code path." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache no_grad behavior is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and a tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI behavior and PretrainedConfig type-checking regression are different code paths." + "reason": "Broken env command is not the same as PretrainedConfig typing issues." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env command bug and a Qwen2_5_VL import error are unrelated." + "reason": "CLI env failure and Qwen2.5-VL import error are distinct issues." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are unrelated." + "reason": "Documentation confusion is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "These titles are unrelated and provide no evidence of the same underlying bug." + "reason": "No meaningful overlap: a placeholder issue versus a Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different broken exports." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics are unrelated to Python-version compatibility failures." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "A missing import from configuration_utils and a broken env CLI are different issues." + "reason": "Different failures: missing configuration_utils export vs broken env command." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken CLI behavior in v5 and Python 3.14 load failure are not the same defect." + "reason": "CLI env breakage is not the same as Python 3.14 load failures." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Missing cache in chunked_prefill generation and a cache-strategy typo are unrelated." + "reason": "Scheduler kwargs bug and unrelated placeholder issue do not match." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training behavior and pipeline documentation for return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and executing compiled Python files are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is unrelated to the DSA ReLU bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "inverse_sqrt scheduler kwargs handling and the racoon issue are unrelated." + "reason": "Missing files from processor.save_pretrained is not the same as the vague placeholder bug report." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. It correctly characterizes the set as mostly unrelated Transformers issues while acknowledging the one plausible duplicate pair. The accepted soft edge for issue:45125 and issue:45478 is supported by their titles and the shared Qwen3.5 MoE loading path. I did not see overstatement or an unsupported canonical merge." - }, - "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 }, @@ -14548,64 +14669,57 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:31795", "issue:33453", - "issue:36296", - "issue:41628", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", "issue:43525", - "issue:43526", "issue:43572", "issue:43576", "issue:43673", "issue:43827", - "issue:43901", + "issue:43874", "issue:43976", "issue:44038", "issue:44077", "issue:44246", - "issue:44261", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", - "issue:44355", "issue:44360", + "issue:44373", "issue:44393", "issue:44492", "issue:44556", - "issue:44623", + "issue:44655", "issue:44704", + "issue:44829", "issue:44861", "issue:44908", - "issue:44945", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45362", + "issue:45468", "issue:45478", "issue:45542", "issue:45753", "issue:45850" ], "soft_pairs": [ - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", - "issue:45362|issue:45850", - "issue:44261|issue:44360", - "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44273|issue:45003", "issue:44393|issue:45753", @@ -14614,13 +14728,12 @@ "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:44373|issue:44961", "issue:44556|issue:45092", - "issue:44492|issue:45850", + "issue:45362|issue:45850", "issue:43572|issue:45850", - "issue:42371|issue:44492", - "issue:44704|issue:44908", "issue:42890|issue:44908", - "issue:45278|issue:45850", + "issue:44704|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", @@ -14631,264 +14744,292 @@ "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:44492|issue:44945", - "issue:43976|issue:45850", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", + "issue:41669|issue:44492", "issue:31795|issue:33453", - "issue:41669|issue:44908" + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "026da175eec397a2f34f10e82c2d078d77ddc9730be5c8405e4f0ce29f3eb640", + "prepared_review_unit_hash": "754f4b426e4921eda95efce87fa3693e0eecbe03517f4089a03e70c1005c1d31", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38367, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38711, + "estimated_input_tokens": 9678, + "estimated_eval_tokens": 19612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of v5 migration regressions, import/load failures, and model-specific bugs. None of the soft pairs look like the same concrete underlying defect, so I would not collapse any of them as duplicates.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, explicitly describing many model breakages after v5; it is the best cluster anchor despite being vague.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, import/load-path breakages, and unrelated model-specific bugs. The broadest umbrella issue is the generic \"Since 5.0 version it breaks too many models\" report; no pull requests are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the overall theme of v5 regressions breaking multiple models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative issue for the overall v5-regression theme, though it is too general to be a strong canonical on its own.", + "best_issue_reason": "issue:45850 is the most cluster-representative issue because it summarizes the common v5 breakage pattern across otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug vs. pipeline docs wording; different problem and code path." - }, - { - "left": "issue:41628", - "right": "issue:44355", - "accept": false, - "reason": "Specific missing import symbol vs. compiled-file execution error; unrelated failure modes." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training issue vs. BeitImageProcessorFast label reduction bug; not the same defect." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "A specific Qwen3.5 chat crash vs. a vague broad complaint about v5; not a shared concrete bug." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "Layernorm precision/config mismatch vs. DSA indexer ReLU omission; unrelated." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Concrete save_pretrained missing-files bug vs. generic bug report; too little overlap." - }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction vs. TensorFlow backend import error; different root causes." + "reason": "Both are import/runtime complaints, but one is lazy loading and the other is a TensorFlow backend error from tensorboard installation; different bugs." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading complaint vs. sys.modules access bug; related area but not the same issue." + "reason": "Both touch import/lazy-loading behavior, but one reports lazy loading failing and the other unsafe sys.modules access causing import slowdown; not the same defect." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bbox hallucination/error vs. infinite-loop-on-image bug; different symptoms and likely different causes." + "reason": "Both involve Qwen3-VL image behavior, but one is 2D bbox hallucination/output error and the other is an infinite loop on a specific image; different failure modes." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug vs. missing _tp_plan for tensor parallelism; not the same concrete change." + "reason": "Same model family, but one is a transformers 5.0 Qwen3-VL-Moe bug and the other is missing tensor-parallel plan support; not the same code-path problem." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output bug vs. PretrainedConfig type-checking regression; unrelated." + "reason": "Qwen3-VL generation/output issue versus a PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken transformers env command vs. checkpoint reload incompatibility; different surfaces." + "reason": "Both are v5 breakage reports, but one is the env command and the other is checkpoint reload compatibility; too broad to be the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from wildcard imports vs. missing GenerationMixin cache in chunked prefill; unrelated." + "reason": "Import-time performance from removing import * is not the same as GenerationMixin cache missing during chunked prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id attribute error vs. broad v5 complaint; not the same bug." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, while 45850 is a generic meta report about many models breaking." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids and a nonspecific \"racoon\" issue are clearly unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 checkpoint-loading regressions, but one is generic reload failure and the other is a specific InternVL2/meta-init incompatibility; not enough evidence they are identical." + "reason": "Both concern v5 compatibility, but one is general checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility." }, { - "left": "issue:44492", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs. broad model breakage claim; unrelated." + "reason": "A Qwen3.5-35B chat crash is model-specific and not the same underlying problem as the broad v5-breakage umbrella." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx after v5 update vs. generic v5 breakage report; different bugs." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 behavior warning vs. cache-strategy typo; unrelated." - }, - { - "left": "issue:44704", - "right": "issue:44908", - "accept": false, - "reason": "AutoProcessor kwargs plumbing vs. inverse_sqrt scheduler kwargs handling; different code paths." + "reason": "StableLmConfig missing pad_token_idx is a concrete config regression, not the same as the generic many-models-breaking report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Flaky SAM-HQ integration tests vs. scheduler kwargs bug; unrelated." + "reason": "Test seed flakiness and scheduler keyword handling are unrelated." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import errors after upgrading to 5.5.0 vs. a vague claim that many models break; too broad to be the same concrete defect." + "reason": "Both involve kwargs being lost, but in different APIs and code paths; not one fixable bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdown/performance regression vs. lazy loading not working properly; related theme but not the same bug." + "reason": "Import slowness and lazy-loading malfunction are related broadly, but they are not the same concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker class mismatch warning vs. Liger Kernel application with model_init; unrelated." + "reason": "A model-type mismatch warning and Liger Kernel not being applied with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility problem vs. Qwen3-VL bbox output bug; unrelated." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error vs. Qwen3-VL output hallucination; different issues." + "reason": "Flash Attention 2 support for NemotronH is a different model/backend issue than Qwen3-VL hallucination/output problems." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch on save vs. generic bug report; not the same bug." + "reason": "Tokenizer save metadata mismatch is not the same as an unspecified bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer read error vs. generic bug report; unrelated." + "reason": "position_ids buffer access error is unrelated to a generic bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage vs. scheduler kwarg handling; unrelated." + "reason": "Env command breakage and scheduler kwarg handling are different subsystems and bugs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored and PretrainedConfig type checking are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Wildcard import performance regression vs. HybridCache import failure; different symbols and causes." + "reason": "Import slowdown from model import * is not the same as failing to import HybridCache." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression vs. a testing_utils bug; unrelated." + "reason": "Model import performance regression and a testing_utils bug are unrelated." }, { - "left": "issue:44492", - "right": "issue:44945", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Cache-strategy typo vs. incorrect pipeline-parallel LLM output; unrelated." + "reason": "Chunked-prefill cache missing and a typo in cache strategies are not the same defect." }, { - "left": "issue:43976", + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression complaints, but one is about import errors after upgrade and the other is a generic meta complaint; not the same underlying bug." + }, + { + "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Python version support issue vs. broad v5 complaint; not the same defect." + "reason": "Missing get_number_of_image_patches in a GLM46V processor is a specific model bug, not the broad umbrella." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox output bug vs. Qwen3.5-Moe from_pretrained error; different model paths and symptoms." + "reason": "Qwen3-VL 2D bbox hallucination and Qwen3.5-Moe from_pretrained errors are different model/path failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy change vs. tied-weight-key AttributeError; unrelated." + "reason": "patchtsmixer post_init policy and tied-weight-key attribute handling are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing pipeline() vs. scheduler kwargs being ignored; different topics." + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import * slowdown and a cache-strategy typo do not describe the same bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Forward-signature documentation confusion vs. tokenizer loading regression; unrelated." + "reason": "Doc confusion about input_ids/past_key_values is unrelated to tokenizer-loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time regression from wildcard imports vs. scheduler kwargs bug; unrelated." + "reason": "Model import performance regression and scheduler kwarg propagation are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are separate training/backend problems." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command breakage and lazy loading malfunction are both v5 regressions but not the same code-path failure." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and tied-weight-key crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a Qwen3.5-Moe from_pretrained error are not the same underlying issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code and the broad v5 breakage umbrella are not the same bug." } ] }, @@ -14910,7 +15051,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-404", + "cluster_id": "cluster-10000-406", "nodes": [ "issue:30333", "issue:31515", @@ -14929,43 +15070,28 @@ "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", - "issue:43618", "issue:43704", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", "issue:44315", "issue:44360", "issue:44485", - "issue:44492", "issue:44623", - "issue:44655", - "issue:44829", "issue:44861", "issue:44908", "issue:44998", "issue:45092", - "issue:45230", "issue:45290", "issue:45310", - "issue:45341", - "issue:45468", - "issue:45850" + "issue:45468" ], "soft_pairs": [ - "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:44655|issue:44861", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:31795|issue:34689", "issue:41669|issue:43704", + "issue:31795|issue:34689", "issue:31795|issue:37428", "issue:44315|issue:45092", "issue:44485|issue:45468", @@ -14979,15 +15105,15 @@ "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", - "issue:44492|issue:44998", "issue:44861|issue:45290", - "issue:44998|issue:45850", - "issue:43618|issue:44998", - "issue:44998|issue:45341", "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", "issue:43572|issue:44861", + "issue:43066|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", + "issue:44360|issue:44998", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", @@ -14995,262 +15121,226 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "9de6ceded600149673dc714e35aeddfcafd77bbc6884df72d0a428caf59ab853", + "prepared_review_unit_hash": "64d68b6242075b3d9272484a87342d99d6acf41d85dc693072a34f6e97a5c6ff", "component_budget": { - "node_count": 404, - "item_count": 404, - "soft_pair_count": 1511, - "serialized_chars": 779549, - "estimated_input_tokens": 194888, - "estimated_eval_tokens": 390032 + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 38, - "serialized_chars": 34927, - "estimated_input_tokens": 8732, - "estimated_eval_tokens": 17720 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These artifacts are mostly a loose collection of unrelated Transformers bug reports, with a few broad v5-regression themes. None of the soft pairs look like true duplicates of the same concrete bug or change, so they should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45850 is the broadest umbrella here (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the cluster-wide v5 regression theme, even though it is very generic.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative issue for the cluster because it summarizes the shared high-level complaint without implying a specific code-path fix.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Different symptoms and code paths: model_init/Liger Kernel application vs flash_attention_3 training degeneration." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "One is the v5 `transformers env` command, the other is lazy loading behavior; no concrete overlap." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "`save_pretrained` pipeline saving failure is unrelated to `_get_tied_weight_keys` crashing on a list." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma4Audio positional encoding are different model internals." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "`Bug report` is too generic to show the same bug as the Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated features." - }, + "node_count": 33, + "item_count": 33, + "soft_pair_count": 32, + "serialized_chars": 28206, + "estimated_input_tokens": 7052, + "estimated_eval_tokens": 14360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous. A few soft links point to model-loading / tokenizer / processor regressions, but the paired issues do not describe the same underlying bugs, so none of the soft edges should be merged as duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "issue:31515 is the best representative of the small loading-regression subgroup: it is a concrete from_pretrained / checkpoint-loading report and is softly linked to several other loading-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Even though the overall cluster is too mixed for a true duplicate canonical, issue:31515 is the most plausible issue anchor because it sits closest to the repeated model-loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler kwarg handling." + "reason": "Unrelated areas: processor timestamp logic vs scheduler kwargs handling." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Documentation confusion does not match a model loading regression." + "reason": "Import-* cleanup/perf issue is not the same as a VRAM leak in Qwen3ForCausalLM." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import-star cleanup/performance work is unrelated to a VRAM leak in multi-threaded inference." + "reason": "Documentation confusion in model.forward is not the same as a model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs wording issue vs import error in flash attention utilities are not the same bug." + "reason": "Docs wording issue vs ImportError from flash-attention utilities; different code paths." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both involve model construction/loading, but the specific failure modes and causes differ." + "reason": "Liger Kernel application with model_init is unrelated to remote-code/meta-init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are distinct model implementations." + "reason": "GLM-5 RoPE bug is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in dataloader threads is unrelated to RoPE implementation." + "reason": "VRAM leak in dataloader threads is a different defect from RoPE implementation." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Accidental API requests with local_files_only and Qwen3VL timestamp errors are unrelated." + "reason": "local_files_only network access bug is distinct from timestamp calculation in a processor." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings behavior and VRAM leakage are different subsystems." + "reason": "TF32 behavior settings are unrelated to VRAM leakage in Qwen3ForCausalLM." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and missing save_pretrained files are separate issues." + "reason": "Processor save_pretrained missing files and timestamp math are different processor bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "No shared code path between Qwen3VL timestamp handling and VRAM leaks." + "reason": "Processor timestamp calculation is not the same as a multi-thread VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in a DSA indexer are unrelated to Gemma4Audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small is not the same bug as Gemma4Audio positional encoding." + "reason": "CPU offload device mismatch is a different failure mode than Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue is unrelated to Gemma4Audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio rel-pos encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is a broad behavioral regression while the other is a specific decoder-type problem; not enough to merge." + "reason": "Both tokenizer-related, but one is a behavior change across v4/v5 and the other is a specific decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling and an unrelated placeholder issue are not duplicates." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Typo in cache strategies is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug is unrelated to the unemployment issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "A tied-weights helper crash is unrelated to chat template crashes on tool-call assistant messages." + "reason": "Tied-weight key handling crash and chat-template tool-call crash are different code paths." }, { - "left": "issue:44998", - "right": "issue:45850", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "'Unemployment' is not a meaningful bug report and does not describe the same problem as the broad v5 regression complaint." + "reason": "Missing pad_token_id in Llama4Config is not the same as _get_tied_weight_keys crashing." }, { - "left": "issue:43618", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to the placeholder issue." + "reason": "VRAM leak bug is unrelated to the unemployment issue." }, { - "left": "issue:44998", - "right": "issue:45341", + "left": "issue:41669", + "right": "issue:44998", "accept": false, - "reason": "Placeholder/empty issue does not match the testing_utils bug." + "reason": "Import-* cleanup/performance issue is unrelated to the unemployment issue." }, { - "left": "issue:43525", + "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Different AttributeErrors in different components; no shared underlying bug." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:43066", + "right": "issue:44998", "accept": false, - "reason": "Missing pad_token_idx in a config is unrelated to tied-weight key handling." + "reason": "Tokenizer decoder type bug is unrelated to the unemployment issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an import error in configuration_utils are unrelated." + "reason": "Both mention loading/import problems, but checkpoint loading slowness is not the same as an ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support/inference and processor.save_pretrained file emission are different issues." + "reason": "FP8 support request is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to the unemployment issue." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are unrelated." + "reason": "MLFlow job-status reporting and slow checkpoint loading are unrelated bugs." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bugs do not share the same concrete failure." + "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowdown and documentation confusion are not duplicates." + "reason": "Slow checkpoint loading and confusing forward docs are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is FP8 support and the other is a from_pretrained error; too different to merge." + "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are different problems." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading is not the same as a tokenizer-loading regression." + "reason": "Both are loading-related, but slow checkpoint loading and tokenizer-loading regression are not the same concrete bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are different features and failures." + "reason": "Continuous batching audio-model support and FP8 support are separate feature gaps." } ] }, @@ -15282,12 +15372,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f3c2fc74fc672ee7b42181d41b58e92f7eeb2ff72069f4764f07a170a591060a", + "prepared_review_unit_hash": "707fb8a2de3e163d5a4729ecda422b6b46b9f7448a5d4a51ea6a6d8fa455d797", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15295,7 +15385,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15304,24 +15394,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one is about Tapas tokenization diverging from TensorFlow code, one is about a misleading private-model download/login error, and one is a generic model-loading failure for bert-base-uncased.", - "confidence": 0.95, - "canonical_issue_reason": "#16618 is the broadest, most central user-facing failure in the set, but it still describes a different problem from the other two issues.", + "summary": "These three issues are not duplicates of each other. Two are clearly unrelated to the third: one is about TAPAS tokenization behavior, and one is about a bad auth/download error message for private models. The 'bert-base-uncased' load failure is the only broadly model-loading-related report, but it still does not match the other two concrete bugs.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, #16618 is the broadest user-facing model-loading failure; #13244 is a TAPAS tokenization mismatch and #15980 is an unauthenticated private-model download error, so they are not the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best cluster anchor because its title is the most general and it has the strongest discussion activity, even though it is not the same underlying bug as the others.", + "best_issue_reason": "#16618 is the most general and central of the three, but only as a loose umbrella for model-loading complaints\u2014not as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different code path and symptom from a failure to load bert-base-uncased; they are not the same underlying bug." + "reason": "Different underlying problem: TAPAS tokenization discrepancies vs. a generic model load failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A bad unauthenticated private-model download message is an authentication/download UX bug, not the same as a model-loading failure for bert-base-uncased." + "reason": "Different failure mode: private-model download/auth error message vs. inability to load a public model." } ] }, @@ -15351,12 +15441,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "74bf751df619f32360334a6a972358487190ce061986e1f41300c39d495f69d5", + "prepared_review_unit_hash": "0df685d704b3424c12d1b9a5b507168531af46c0ff0fa30416b6f07dd3420edf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15364,7 +15454,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15373,18 +15463,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different features: Flash Attention 2 support vs GGUF support. They share a \u201ccommunity contribution\u201d framing, but not the same underlying bug or change, so they should not be deduplicated.", - "confidence": 0.98, + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a generic template/category, but not the same underlying bug or change request.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the more established representative of its own feature request, with higher discussion activity, but it is not a duplicate of #33260.", + "best_issue_reason": "Neither issue is a strong canonical representative of the other; they track different architecture-support efforts and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26350", - "right": "issue:33260", + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", "accept": false, - "reason": "Different requested capabilities and code paths: Flash Attention 2 vs GGUF support. Similar wording about community contributions is too broad to indicate the same issue." + "reason": "Different requested capabilities and likely different code paths; same broad 'more architectures' framing is too generic to treat as a duplicate." } ] }, @@ -15426,12 +15516,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "078481a518474127f496a6c37c7920be3b93d6cbe278327a0c8cb42c7cd56ad8", + "prepared_review_unit_hash": "50777b1cfdd8cce0e2a739f61ac8e222280d5a26e16dcd7590e574726e86d056", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6443, + "serialized_chars": 6441, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15439,7 +15529,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6443, + "serialized_chars": 6441, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15448,78 +15538,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly a set of separate docs-translation requests by language, plus three nearly identical placeholder/template issues. Only the placeholder trio looks duplicate; the Turkish and Spanish issues are distinct tasks and should not be merged with them.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43834 is the best representative of the duplicate subgroup because it is one of the near-identical placeholder translation issues and the earliest of the trio. It is not a good canonical for the full cluster, since the Turkish and Spanish requests are separate language-specific tasks.", + "summary": "This cluster is mixed: two real language-specific translation requests (Turkish and Spanish) and three near-identical generic i18n template issues. The only true duplicates are the three placeholder issues; the language-specific ones should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43834 is the earliest clean representative of the near-identical generic template issues, but it only canonically represents that duplicate subgroup, not the Turkish/Spanish requests.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the clearest canonical candidate among the items because it matches the other placeholder issues almost exactly and is more representative than the language-specific requests.", + "best_issue_reason": "43834 is the best single representative because it matches the three near-identical placeholder issues most closely and is the oldest of that set; the Turkish and Spanish issues are distinct requests, not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different concrete request: Turkish translation vs a generic placeholder translation template. Similar category, but not the same underlying issue." + "reason": "Turkish translation request vs generic placeholder translation issue; different concrete request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific translation request is not the same as the generic placeholder template issue." + "reason": "Turkish translation request vs generic placeholder translation issue; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Distinct language-specific request versus generic placeholder template; not duplicates." + "reason": "Specific Turkish docs translation request does not duplicate the generic template issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language and therefore a different translation task." + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is separate from the generic placeholder template issue." + "reason": "Specific Spanish translation request vs generic placeholder issue; not a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different concrete language request versus generic placeholder template." + "reason": "Specific Spanish request does not match the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request is not the same underlying issue as the placeholder template." + "reason": "Specific Spanish request does not match the generic placeholder issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "These two placeholder translation issues are effectively the same text and appear to be duplicate template filings." + "reason": "Both are the same generic i18n template issue with effectively identical title/body structure." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical placeholder issue title/body; same underlying template request." + "reason": "Near-identical generic placeholder issues; same underlying request template." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Near-exact duplicates of the same placeholder translation issue, differing only trivially." + "reason": "Near-identical generic placeholder issues; same underlying request template." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The three generic placeholder issues are near-identical by title and similarity scores, while the Turkish and Spanish issues are clearly separate language-specific requests. The canonical choice is conservative, and the pairwise verdicts align with the evidence." + "feedback": "The summary is well grounded in the packet: 43834/44365/44370 are clearly near-identical placeholder issues by title/body similarity, and 27088 vs 28936 are distinct language-specific requests. The soft-edge verdicts are conservative, and the choice of 43834 as the oldest representative of the placeholder subgroup is supported by the timestamps." }, "evaluator_used": true, "retried": false, @@ -15583,22 +15673,22 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43671|issue:43909", - "issue:43837|issue:43909", "issue:43837|issue:45322", - "issue:43837|issue:44121", + "issue:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "f5c42ecfea37824ab8a889fbc82ce06be998568a6593f3e41e78539daeec12d1", + "prepared_review_unit_hash": "6b69f0ae6f37529145f62f4f08ef25db98fb9657cecb0755ef3620c6a89c7643", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, + "serialized_chars": 20707, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15606,7 +15696,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, + "serialized_chars": 20707, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15615,222 +15705,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a broad thematic cluster of model-addition requests, not a true duplicate set. The issues mention different models, architectures, and modalities (vision, text, ASR/TTS, audio, OCR), so none of the soft edges should be merged as the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "Closest anchor in this non-duplicate theme cluster: issue 43671 is a detailed, active support request and the best representative of the set, though it is not a duplicate of the others.", + "summary": "This cluster is mostly a set of model-request issues, but they target different model families and even different modalities (vision, OCR, text, TTS, ASR, audio). I do not see true duplicates among them; they are thematically similar, not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41115 is the broadest and most representative model-request entry in the set, with active discussion and inbound references. It works best as a cluster anchor, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the strongest standalone representative here because it is specific, actively discussed, and clearly scoped, but it still should not subsume the other model requests.", + "best_issue_reason": "41115 is the most general issue to use as a placeholder representative for this cluster, since the rest are distinct model additions rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models and changes: EuroBert config vs DEIMv2 support." + "reason": "EuroBert config support and DEIMv2 are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated model additions with different code paths." + "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families and tasks: EuroBert vs RF-DETR." + "reason": "EuroBert and RF-DETR are different models and different code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models; not the same underlying change." + "reason": "RF-DETR and DEIMv2 are distinct model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio are different domains and implementations." + "reason": "RF-DETR vision support and LFM2.5 Audio support are not the same change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support and weight-sparse transformer support are unrelated code changes." + "reason": "RF-DETR and the weight-sparse transformer request are different model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model types and subsystems." + "reason": "RF-DETR and Qwen3-ASR are different modalities and implementations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model additions; same broad repo area only." + "reason": "RF-DETR and Qwen3-TTS are different model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different models with different integration paths." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are not the same bug/change." + "reason": "NeoBERT and the sparse transformer request are different model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model; LFM2.5 Audio is an audio model." + "reason": "NeoBERT and LFM2.5 Audio are different architectures and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests." + "reason": "RF-DETR and NeoBERT are different models with different support work." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests, not one mergeable fix." + "reason": "NeoBERT and ModernVBERT are separate model additions, not one bug." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different concrete additions." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse-transformer request target different code paths." + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model families." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model support requests." + "reason": "MiniCPM3 architecture and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated changes." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated concrete changes." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model integrations." + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + "reason": "ModernVBERT and Qwen3-ASR are different requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model support requests." + "reason": "ModernVBERT and Qwen3-TTS are different model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "One is a specific model request, the other is a broad RoPE architectural proposal; not the same concrete change." + "reason": "ModernVBERT models and BERT-like models with RoPE are related only broadly, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS support are different code paths." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but target different modalities and integration work." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and should not be merged as duplicates." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related requests, but for different models and code paths." + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and sparse-transformer support are different underlying changes." + "reason": "Qwen3-TTS and the sparse transformer request are different model families." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." + "reason": "Qwen3-ASR and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-related model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model additions." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "ASR support and weight-sparse transformer support are not the same code-path problem." + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model support requests." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Sparse-transformer support and EUPE support are unrelated changes." + "reason": "Qwen3-ASR and the sparse transformer request are different concrete changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different modalities and model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different model-specific support work." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." } ] }, @@ -15873,12 +15963,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "e6f6010e9df87c15bb65015914185133f4d91a24aefadcfc6298a457f8674f1e", + "prepared_review_unit_hash": "d4ae64bd6e14deed4f6fa0aca7fbdc5d9ebd2300b08cf030c1523e9b172b313f", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7185, + "serialized_chars": 7186, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -15886,7 +15976,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7185, + "serialized_chars": 7186, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -15895,66 +15985,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only superficially similar: they span unrelated bugs in model config typing, masking, tokenization warnings, quantization typos, loss plumbing, and a gating logic question. No pair looks like the same underlying defect.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43240 is the broadest and most infrastructure-level report in the set, with the highest inbound references; if one issue must anchor this noisy cluster, it is the least specific and most central title.", + "summary": "These issues are mostly unrelated, one-off bug reports spanning different models and components. The soft similarity links look superficial, so none of the proposed pairs should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "#43668 is the cleanest narrow, self-contained issue in the set, but the cluster is not a true duplicate cluster; it is only a weak representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the best representative only in a loose triage sense because it describes a generic framework bug rather than a model-specific typo or one-off parameter issue.", + "best_issue_reason": "#43668 is the best single representative because it is concise and well-scoped, but it does not meaningfully subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Unrelated model behavior question vs. config type-hint issue; no shared code path." + "reason": "Different models and bug types: Llama4TextL2Norm semantics vs ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling and loss kwargs plumbing are different bugs in different components." + "reason": "Mask2Former ignore_value handling and loss kwargs plumbing are distinct training-path bugs." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Masking loss usage and DeepSeek expert gating are separate model behaviors." + "reason": "Different models and code paths: Mask2Former vs DeepSeek-V4 shared expert gating." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former loss masking and tokenizer regex warnings are unrelated subsystems." + "reason": "Segmentation loss ignore_value bug is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Loss ignore_value usage and a quantization typo are not the same change." + "reason": "Unrelated subsystems: Mask2Former loss handling vs quantization attribute typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different model areas: segmentation loss handling vs. ModernBERT config typing." + "reason": "Different components and bugs: Mask2Former loss behavior vs ModernBERT config typing." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic kwargs propagation bug does not match a type-hint correction." + "reason": "Loss-function kwargs forwarding is unrelated to a config type-hint issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config annotation bug is unrelated to tokenizer regex warning behavior." + "reason": "ModernBERT config typing and tokenizer regex warnings are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and quantization typo are distinct documentation/code issues." + "reason": "Type-hint correction in ModernBERTConfig is unrelated to the quantization typo." } ] }, @@ -15984,7 +16074,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "8ab2a7c022e229ddfa5e8a81aa624b87117a481543133d8165cadac182c8e368", + "prepared_review_unit_hash": "09cf24a538b7243ed37d8160e4ea5ddc7fc2e9d86e70e3a45e249ac6ade89339", "component_budget": { "node_count": 2, "item_count": 2, @@ -16006,18 +16096,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They describe different feature areas and different underlying changes.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are about different topics: block decoding vs. DeepSeek v3.2 support. There is no duplicate relationship here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and available evidence describe distinct features/problems with no shared targets or references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one must be chosen as a representative issue, #43037 is more specific and actionable, but it does not cover #41084 and should not be treated as its duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests and code paths: block decoding vs model support. No evidence they describe the same underlying bug or change." + "reason": "Different underlying subjects; no evidence they describe the same bug or change." } ] }, @@ -16047,7 +16137,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1769909196a533af01e6fdce040f2d38b9bbc139ee253e96083b6a7e68c879d3", + "prepared_review_unit_hash": "fc81e58897229290c95ddd7d2c3208bbf858044900cbba4ecbbdeb27a55dc5d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16069,18 +16159,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two issues both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` and input-column handling, the other is about estimating FLOPS for custom trainers. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the topics are related to Trainer customizability, but the concrete bugs/features are different.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear duplicate canonical for the other; if forced to pick a representative, #43598 is the more concrete Trainer-behavior customization request.", + "best_issue_reason": "#43598 is the better anchor because it states a specific Trainer customization problem and is more actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying concerns: one changes `remove_unused_column` handling, the other changes FLOPS estimation for custom trainers. Shared Trainer/custom-trainer context is too broad to treat as the same bug." + "reason": "They share the broad theme of custom trainers, but the underlying issues are different code paths: unused-column removal vs FLOPS estimation." } ] }, @@ -16110,12 +16200,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "78c883e5ed914504c1e8c7663b8215f96574a617fc17b7d758a80191483c5129", + "prepared_review_unit_hash": "8b76cf48e1afdff39c5fccae5ac6bd7df8ef87fa5343b766fbe566ccd33f0267", "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 }, @@ -16123,7 +16213,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16132,18 +16222,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different task heads.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the closer representative of the cluster topic, but it is still separate from the Qwen3.5 sequence-classification request.", + "summary": "These are related Qwen model feature requests, but they target different model families and different auto-model capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and better represents the cluster topic because it concerns missing AutoModel registration for Qwen3-Omni, whereas #44405 is a separate class-specific support request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better single representative because it concerns the core registration gap in AutoModel mappings; issue 44405 is a distinct task-specific feature request.", + "best_issue_reason": "#43684 is the better issue to keep as the representative because it is the more general registry gap and has the clearest umbrella scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different APIs (AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification); not the same underlying bug or change." + "reason": "Different underlying features: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same code-path problem." } ] }, @@ -16180,76 +16270,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "b160aa6500515d4778cfb0d74988123d0af1fa56116c5d4c9d5b2b5e59117e27", + "prepared_review_unit_hash": "19e9d8053436a35da1cf893cfa8b421eacb64e9adb153dd26c05d8b61b6bfe83", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 43845, 43846, and 43859 look like the same vague duplicate report cluster with the same title; 43835 is a different title and does not fit the cluster well.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface' reports and is the best representative of that duplicate cluster.", + "summary": "Three issues titled \"huggingface\" are very likely duplicates of the same report; the \"Fett\" issue looks unrelated. I\u2019d keep the earliest huggingface issue as canonical.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface\" issues and is the best canonical anchor for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue candidate because it is earliest and most central to the repeated same-title reports.", + "best_issue_reason": "issue:43845 is the best representative issue because it matches the other duplicate-sounding \"huggingface\" reports and was opened first.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title ('Fett' vs 'huggingface') and no concrete evidence they describe the same underlying problem." + "reason": "Different titles and no concrete evidence they describe the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no shared issue-specific details to justify treating them as duplicates." + "reason": "\"Fett\" is not sufficiently connected to the repeated \"huggingface\" reports to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title with no substantive overlap beyond weak generic similarity." + "reason": "No clear indication that this issue matches the repeated \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, nearly simultaneous creation, and very similar metadata; likely duplicate reports of the same issue." + "reason": "Same title, very similar metadata, and close creation time strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and close enough pattern to plausibly be the same vague underlying report cluster." + "reason": "Same generic title and highly similar issue shape make this look like the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and strongly overlapping duplicate-style reporting; likely the same issue." + "reason": "These are near-identical \"huggingface\" issues and appear to be duplicate submissions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title, while 43835 has a different title. The duplicate-cluster wording is appropriately cautious given the lack of body/detail evidence, and the soft-edge verdicts stay conservative by not merging 43835 with the others." + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identically titled \u201chuggingface\u201d issues, and treating 43835 (\u201cFett\u201d) as separate is conservative given the title mismatch and lack of stronger evidence. The pairwise judgments among 43845/43846/43859 also stay within the evidence available (same title plus soft similarity), without overclaiming certainty." }, "evaluator_used": true, "retried": false, @@ -16287,7 +16377,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "204ef58bf658e85fe1e47c9c7f90c918b6507dcb591ecfffd3ac546147e0e705", + "prepared_review_unit_hash": "bd720dc9b91eb9a909e7028bef90f2cbb8952d5110bac9e124757736227a6f2b", "component_budget": { "node_count": 5, "item_count": 5, @@ -16309,66 +16399,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set. It is mostly spam/placeholder issues, plus one unrelated documentation suggestion and one unrelated \u201cGoogle LLC\u201d post.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The cluster is dominated by spam-like issues with generic or promotional titles. Only issue #44418 looks even remotely like a legitimate report, but it is still vague and undocumented. No pair looks like the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "#44418 is the only non-spam, plausibly legitimate issue title; the others are clearly spam or promotional noise.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only non-spam, semi-descriptive item, so it is the best anchor if a representative must be chosen.", + "best_issue_reason": "#44418 is the best available issue for triage because it appears to be a real documentation request, while the rest are not actionable issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled spam placeholders, but there is no concrete underlying bug or change to unify." + "reason": "Both are spam-like '' issues with no concrete shared bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders only; identical low-quality titles are not enough to treat them as the same issue." + "reason": "Both are spam-like '' issues with no concrete shared bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder versus a documentation enhancement request; clearly different subjects." + "reason": "One is spam-like; the other is a generic documentation suggestion. They are not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus an unrelated \u201cGoogle LLC\u201d post; no shared bug or change." + "reason": "Spam-like issue versus promotional title; no shared actionable problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request versus spam placeholder; not the same issue." + "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request versus spam placeholder; not a duplicate pair." + "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles, but they do not indicate the same actionable underlying problem or change." + "reason": "Both are spam-like, but the titles are not enough to show they are the same specific issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated \u201cGoogle LLC\u201d post; no concrete overlap." + "reason": "Spam-like issue versus promotional title; not the same concrete problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated \u201cGoogle LLC\u201d post; not the same issue." + "reason": "Spam-like issue versus promotional title; not the same concrete problem." } ] }, @@ -16398,7 +16488,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "59ca5d4b25b78e40611cf66b74bf046f7b0690ca9ebd1ce6bca3a6d6dba8dd96", + "prepared_review_unit_hash": "b24c29dfe85e5ee05f4f9fa211c9356fc3960253666392f35f1d0ae0f5c74df4", "component_budget": { "node_count": 2, "item_count": 2, @@ -16420,24 +16510,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to be duplicates of the same energy-optimization proposal/report: identical title, very similar body size, and strong textual overlap. Keep the earlier issue as canonical.", - "confidence": 0.99, - "canonical_issue_reason": "issue:45145 is the earlier-created issue and already has an inbound reference, so it is the best canonical representative for this duplicate pair.", + "summary": "The two closed issues appear to be duplicates of the same Energy/N6 Arithmetic proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, making it the best single place to consolidate discussion for this duplicated issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the strongest issue to keep because it predates 45151 and appears to be the original thread for the same content.", + "best_issue_reason": "Both issues describe the same \"[Energy] N6 Arithmetic: 50-70% AI Training/Inference Energy Reduction \u2014 17 Techniques with Code\" topic, so #45145 is the better representative for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar body suggest the same underlying issue/report, so this is a duplicate pair." + "reason": "Same title and highly similar body content; these look like duplicate reports of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: the issues have identical titles, similar body lengths, and a soft-similarity link with Jaccard 0.63. Choosing the earlier issue as canonical is conservative and supported by the timestamps and inbound reference. Confidence is a bit high, but not clearly overstated given the available evidence." + "feedback": "Grounded in the packet: the issues have identical titles, the pair is marked by soft similarity, and #45145 is earlier with an inbound reference. The summary and soft-edge acceptance stay appropriately conservative, so this is acceptable." }, "evaluator_used": true, "retried": false, @@ -16518,40 +16608,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "d3e169eca8fd35257fd7be825b3ae56a6c534f7f194e8249ad0e42d99d8a1f8a", + "prepared_review_unit_hash": "c3e8d90019ea7259f8f28d8cf4bfca8ae2aaaed9776f5a683be7d7ad6fcf0431", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct 4-bit inference bugs in different code paths: one in Gemma4 audio modules hitting uint8/torch.finfo, the other in BitsAndBytesConfig skip-module handling clearing lm_head exclusion. Not duplicates.", + "summary": "These are both 4-bit inference issues, but they point to different bugs: one is a Gemma4 audio-module `torch.finfo()` dtype failure on uint8 weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. They should not be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "issue #45674 is the more general, framework-level 4-bit inference bug and has broader applicability than the Gemma4-specific audio-module failure.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the best representative because it describes a reusable configuration regression in BitsAndBytesConfig rather than a model-specific symptom.", + "best_issue_reason": "Issue 45674 is the stronger representative for triage because it describes a clearer, config-level regression with a more general repro path and more discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and code paths: Gemma4 audio-module torch.finfo on uint8 weights vs. BitsAndBytesConfig skip-module logic removing default lm_head exclusion. They are not the same underlying bug." + "reason": "Different underlying failures and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module masking behavior. Similar 4-bit context only, not the same bug." } ] }, @@ -16581,7 +16671,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "860048ddeafcdd98ccdb1af7e67d6136bff062433cb6264ba274278034db581f", + "prepared_review_unit_hash": "eba167828cc66dd0ec803fdb550a239497330813816a21f589aa5a5cc68f81c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -16603,8 +16693,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be unrelated spam/PII-style entries with different personal names and dates, not duplicate bug reports.", - "confidence": 0.97, + "summary": "The two issues are unrelated personal-name/date entries and do not describe the same underlying bug or request, so this cluster should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16614,7 +16704,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "They only share a vague naming pattern; the titles contain different people and dates, with no evidence of the same underlying bug or request." + "reason": "Different names and birthdates with no shared problem statement, code path, or explicit linkage; they are not the same issue." } ] }, @@ -16644,7 +16734,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "fd14d972b6cc1fdbead2cf2f2fdb401625a9f012aa28e865a66fc2ff9aecfbd8", + "prepared_review_unit_hash": "e4e2d75fe3f38f542c41a60e6aa1ef7a4e05faf4db898ef83ffd26dd1df4be65", "component_budget": { "node_count": 2, "item_count": 2, @@ -16666,18 +16756,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated title-only entries that look like personal-name/date spam, not the same bug or change.", - "confidence": 0.98, + "summary": "These two issues are unrelated personal-name/date entries and do not look like duplicate reports of the same bug or request.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No clear canonical issue: both items are unrelated and equally unsupported, so neither should be treated as the duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "No shared technical problem or code change; the titles are different personal-name/date strings and do not indicate duplicate bug reports." + "reason": "Only superficial similarity in structure (a name plus date); the titles refer to different people and contain no shared bug, feature, or code-path context." } ] }, @@ -16717,12 +16807,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "eea9b421b4abed37db54a9b5e6fad5589dd9a2ccd59ba6824522fe695f55da64", + "prepared_review_unit_hash": "743d1b191b0f5e07c3c0c72833a223ad90a1e19894e6d4432c423eab3db3a5c8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, + "serialized_chars": 5723, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -16730,7 +16820,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, + "serialized_chars": 5723, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -16739,66 +16829,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. Their identical titles and identical body lengths make them strong near-duplicates, though the full bodies are not visible here. Issue 45869 is a separate finance-related request and should remain separate.", - "confidence": 0.94, - "canonical_issue_reason": "45872 is a good representative open issue because it is concrete and has a very strong likely-duplicate twin in 45873. The 45870/45871 pair also looks duplicated, but 45872/45873 is the more specific request within the cluster.", + "summary": "The cluster contains two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 appears to be a separate dataset-oriented topic with only soft similarity to the others.", + "confidence": 0.91, + "canonical_issue_reason": "45872 is a reasonable canonical choice because it has an exact duplicate in 45873 and is part of the more specific DataForge request pair.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue to keep as the representative item: it is specific, actionable, and its paired twin 45873 appears to be a likely duplicate. 45869 is different, and 45870/45871 are another likely duplicate pair but less distinctive.", + "best_issue_reason": "45872 is a reasonable best representative for the duplicate set because it anchors an exact duplicate pair and has the more specific DataForge-oriented framing, while 45869 is a separate dataset-focused topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad finance context, but this is a dataset bundle versus an example request; different underlying issue." + "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related domain wording, but the request type is different; not the same issue." + "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and identical body length strongly suggest near-identical duplicate issues, even though the full bodies are not shown." + "reason": "Same title and apparent content; this is an exact duplicate issue pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are DataForge-related, but one is an example request and the other is a scraping-service request; different underlying work." + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Shared finance/time-series theme only; the requests appear different and are not the same issue." + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The pair shares only a broad subject area, not the same concrete request." + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request types despite related wording; not a duplicate pair." + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and identical body length make these look like near-identical duplicates, though the full body text is not available here." + "reason": "Same title and apparent content; this is an exact duplicate issue pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is plausible, but the writeup is a bit too strong for the packet. The visible evidence supports very high similarity from identical titles and identical body lengths for 45870/45871 and 45872/45873, but it does not show the full issue bodies, so phrases like \"exact duplicate\" and \"matching issue content\" overstate what is directly evidenced. Please soften to \"likely duplicates\" or \"near-identical duplicates\" unless fuller content is available. The 45869 separation looks grounded." + "feedback": "The duplicate-pair judgments are mostly grounded, but the writeup overstates evidence in a few places. In particular, calling issue 45869 \"unrelated\" is stronger than the packet supports; the safer wording is that it is a separate dataset-oriented topic with only soft similarity to the others. Likewise, the claim that 45872 is the \"best representative\" because it is more substantive is somewhat subjective given the limited metadata. The exact-duplicate calls for 45870/45871 and 45872/45873 look fine, but the summary should stay more conservative overall." }, "evaluator_used": true, "retried": true, @@ -16852,12 +16942,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "35fb03b62c7d2aaa2ab84d6264f1424a245df4507f225aa27cc620ec25e6e9b3", + "prepared_review_unit_hash": "1b7ae2a4e24f6125dc152e1ec1246a078acdf946cfdff32d6cf33810662c168b", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32877, + "serialized_chars": 32878, "estimated_input_tokens": 8220, "estimated_eval_tokens": 16696 }, @@ -16865,7 +16955,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32877, + "serialized_chars": 32878, "estimated_input_tokens": 8220, "estimated_eval_tokens": 16696 }, @@ -16874,126 +16964,126 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model additions, processor/tokenizer fixes, tests, and unrelated refactors. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs targeting the same `loss_utils.py` bug.", - "confidence": 0.94, + "summary": "The cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only plausible duplicate pair is the two `fixed_cross_entropy` patches, which both address the same loss-function kwargs forwarding bug.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No single cluster-wide canonical PR fits because most items are unrelated. If forced to pick the nearest duplicate anchor, PR 43251 is the better canonical for the loss-utils fix since it directly targets issue 43240 and implements the broader cross-entropy kwargs pass-through.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the only true duplicate pair: it directly fixes the `fixed_cross_entropy` forwarding bug tied to issue 43240 and has the most explicit intent.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate cluster: it is tied to an explicit issue, touches the shared bug in `fixed_cross_entropy`, and is the broader implementation of that fix.", + "best_pr_reason": "PR 43251 is the best overall representative because it is the most focused and explicit fix for the concrete `cross_entropy` kwargs bug; the rest of the cluster is too heterogeneous to serve as one canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model integration and an executorch dynamic-shape test are unrelated changes." + "reason": "Unrelated changes: VideoPrism model/docs vs an Executorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "A Mistral tokenizer method addition and a new MobileLLM model PR do not address the same bug or change." + "reason": "Different artifacts and goals: Mistral tokenizer methods vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer utility work and executorch export tests are unrelated." + "reason": "Tokenizer utility fix and Executorch export test are not the same underlying change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding MobileLLM are different changes." + "reason": "Processor auto-loading robustness changes are separate from a brand-new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs support and MobileLLM model addition are unrelated code paths." + "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The loss-utils fix and Mistral4 test updates do not look like the same bug or change." + "reason": "`fixed_cross_entropy` kwargs forwarding and Mistral4 test fixes address different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export testing and Mistral4 test fixes are unrelated." + "reason": "Executorch dynamic-shape test and Mistral4 model/test changes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test coverage and MobileLLM model scaffolding are unrelated." + "reason": "Dynamic-shape export testing is unrelated to MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and changing config-class resolution order are separate changes." + "reason": "New MobileLLM model files and config-resolution order fix do not share the same bug or change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactoring are unrelated." + "reason": "Model addition and Falcon output-interface refactor are distinct changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactoring and Mistral4 test fixes address different code paths." + "reason": "Falcon output-capture refactor and Mistral4 fixes target different models and behaviors." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "A Falcon model refactor and the model-creation skill PR are not the same underlying change." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and the `layrnorm` typo normalization patch are different problems." + "reason": "Mistral4 test/model work is unrelated to the `layrnorm` rename cleanup." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config resolution-order fixes are unrelated." + "reason": "Mistral4 fixes and `cls.config` resolution ordering are different issues." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM addition and Mistral4 test changes are unrelated." + "reason": "Different model families and different concrete changes; only broad Transformers similarity." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the do-not-merge model-creation skill are unrelated." + "reason": "The shared `modeling_auto.py` filename is incidental; the PRs are about unrelated model work." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill PR are not the same change." + "reason": "A model addition PR and a model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `loss_utils.fixed_cross_entropy` issue in `nn.functional.cross_entropy`, share issue target 43240, and could plausibly be merged into one PR." + "reason": "Both PRs patch `fixed_cross_entropy` in the same file to forward supported kwargs to `nn.functional.cross_entropy`; they are alternative implementations of the same bug fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, PR 43251 and PR 43254, is legitimately mergeable as the same `fixed_cross_entropy`/`nn.functional.cross_entropy` bugfix with the shared issue target 43240. The remaining soft-edge rejections are appropriately cautious given the clearly unrelated file sets and PR intents. No evidence is overstated." + "feedback": "The summary is well grounded in the packet: it stays conservative about the mostly unrelated cluster and identifies the only clearly mergeable duplicate pair as the two `fixed_cross_entropy` patches in `loss_utils.py` tied to issue 43240. The soft-edge verdicts are appropriately negative except for that one pair, which is a defensible same-bugfix merge candidate." }, "evaluator_used": true, "retried": false, @@ -17020,7 +17110,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "2a4f971bef35e9e29e22f5684893aa54c314ffabd62d5f7a31ecf85db72f43c2", + "prepared_review_unit_hash": "d4d59cc8b03cc6c61d04ebfa15c824f18a9f066e7b69b49d964adbf6bb63c68b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17042,18 +17132,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the initial VibeVoice integration, the other adds realtime/VibeVoice acoustic-tokenizer support and related generation changes.", - "confidence": 0.92, + "summary": "Both PRs target VibeVoice, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a realtime variant plus an acoustic tokenizer and related generation/feature-extraction updates. They overlap heavily in model scaffolding, but the concrete scope differs enough that they should not be deduplicated.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader base implementation of VibeVoice and establishes the core integration that the later realtime work builds on.", + "canonical_pr_reason": "#40546 is the more canonical base implementation PR: it is earlier, more developed, and covers the core VibeVoice integration that the later PR builds on.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best standalone PR to represent the cluster because it introduces the primary VibeVoice model support; PR 42781 is a separate follow-up feature set for realtime/tokenizer support.", + "best_pr_reason": "#40546 is the best representative of the cluster because it establishes the primary VibeVoice support, has substantially more review activity, and is less of a derivative extension than #42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds realtime-specific functionality plus acoustic-tokenizer and generation updates. They touch the same family of files but address different concrete features rather than the same underlying change." + "reason": "Related VibeVoice work, but not the same concrete change: #40546 adds core VibeVoice support, while #42781 adds realtime support and an acoustic tokenizer. The overlap is broad subsystem/shared files, not a single mergeable PR." } ] }, @@ -17083,7 +17173,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "bb6639e9c7fdec288ce81d466e59e744ae68874d98fb7d566e7b2f995dba8903", + "prepared_review_unit_hash": "0a7b102f7dc83e8357b0e964bccf312ab2e7b856092466b993b1cef69d76904b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17105,18 +17195,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds covariate-based forecasting support for TimesFM, while the other adds image-classification support for DINOv3ViT. They do not describe the same bug or change and should not be deduplicated.", + "summary": "These are unrelated pull requests: one adds covariate-based forecasting to TimesFM, the other adds DINOv3 image classification support. They do not look like the same underlying change or bug.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different model families, codepaths, and user-facing features, so they are not duplicates or merge candidates for a single PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR representative for a duplicate cluster; these PRs are unrelated feature additions in separate subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths (TimesFM forecasting with covariates vs DINOv3 image classification support); no shared target issue or filenames, and they could not plausibly be merged into one PR." + "reason": "Different models and objectives: TimesFM covariate forecasting versus DINOv3 image classification. The filenames, diffs, and descriptions show separate codepaths and no shared underlying bug/change." } ] }, @@ -17211,7 +17301,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "456cf687b93956a56d097e9651a6ec0e562d3c10a8f51d169fdf941f380bf54a", + "prepared_review_unit_hash": "19389792d6cc4d0bae4a1dab751a93909f3466d2bcf662f7f68b7a3744e68858", "component_budget": { "node_count": 3, "item_count": 3, @@ -17233,24 +17323,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate new-model addition PRs, not duplicates. They share scaffold files and auto-registry touchpoints, but each introduces a different model family and codepath.", - "confidence": 0.92, + "summary": "These are three separate model-addition pull requests, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6 each introduce distinct model packages, docs, auto-mapping updates, and tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the best cluster anchor: it has the highest review activity and the broadest integration surface, but it is still not a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR for deduping: all three PRs add different models and touch different implementation code paths, so they should stay separate.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the most substantial and best-documented representative of the cluster, though the cluster members are functionally unrelated.", + "best_pr_reason": "PR #45630 is the strongest representative of the cluster because it has the most review activity and a broad, self-contained model-integration change set.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac are different model additions with different docs/tests and implementation codepaths; shared boilerplate files are not enough to treat them as the same change." + "reason": "Both are model additions, but they target different models (DeepSeek OCR vs Isaac) with different files and behavior; not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 add different models and different supporting modules; they only overlap on standard registry/docs scaffolding, so they are not duplicates." + "reason": "Isaac and Kimi2-6 are distinct model integrations with different code paths and support files; shared framework plumbing is too generic to treat as a duplicate." } ] }, @@ -17280,7 +17370,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b57585c1a91e6554c1f095fb10763e606d44856dba816765ef42584aa799786b", + "prepared_review_unit_hash": "f45e5adfbca1cffaf7f1e205aeb437a19fa8ae3e0388e6b096f844e8bbeebba2", "component_budget": { "node_count": 2, "item_count": 2, @@ -17302,18 +17392,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions versions in workflow files, but they address different upgrade tracks: one is specifically for Node 24 compatibility, the other is a broader \u201clatest versions\u201d refresh centered on docker/build-push-action. They overlap in files but not in the underlying change intent.", + "summary": "Two open PRs both update GitHub Actions, but they target different action families and different reasons: one is a broad Node 24 compatibility refresh for workflow actions, the other is a separate bump of docker/build-push-action to v6. They are related maintenance, not the same underlying change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more specific and representative workflow-maintenance change: it targets Node 24 compatibility and updates several core GitHub Actions pins across many workflows.", + "canonical_pr_reason": "PR #42975 is the better canonical representative because its title and diff show a broader, explicit Node 24 compatibility sweep across many workflow actions, which is a more specific and central change than the narrower Docker action version bumps in #42976.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because its title and edits align cleanly around one concrete maintenance goal, whereas PR 42976 is a separate, broader action-version bump.", + "best_pr_reason": "PR #42975 is the best representative for the cluster because it has the clearest, most explicit maintenance goal and touches a wider set of workflow actions; #42976 is a separate dependency upgrade and not a mergeable duplicate of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are both GitHub Actions upgrade PRs, but they fix different things. 42975 is about Node 24 compatibility for checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and a few related workflow actions. They share workflow files but not the same concrete bug/change." + "reason": "Do not merge: both are workflow-action upgrades, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 updates docker/build-push-action to v6. Different actions, different code paths, and not the same concrete change." } ] }, @@ -17356,88 +17446,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "4a63e5a20df5f4a80837f5a2f06f80d488cade6308509f691f136d018d780c60", + "prepared_review_unit_hash": "50dc559d6ab440e296b2b5938152a9437ae2432cf4abb26c0784493696c8d6e5", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23542, - "estimated_input_tokens": 5886, - "estimated_eval_tokens": 12028 + "serialized_chars": 23519, + "estimated_input_tokens": 5880, + "estimated_eval_tokens": 12016 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23542, - "estimated_input_tokens": 5886, - "estimated_eval_tokens": 12028 + "serialized_chars": 23519, + "estimated_input_tokens": 5880, + "estimated_eval_tokens": 12016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not contain duplicate PRs; it mixes unrelated model-addition PRs and one distributed-loading PR. The shared file patterns are mostly boilerplate (docs/toctree, auto registries), not evidence of the same underlying change.", - "confidence": 0.98, + "summary": "This cluster is a heterogeneous set of model-addition PRs plus one distributed pipeline-parallel feature. The overlap is mostly boilerplate registration/docs files, so none of the soft edges look like true duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: these items are not the same underlying change, but separate model integrations and one distributed-loading feature with only incidental shared files.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No best PR for duplicate consolidation; none of these PRs is a plausible merge target for the others beyond shared framework boilerplate.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models: ViT NEPA vs Molmo. Overlap is only generic model-registration/docs files, not the same code-path or feature." + "reason": "Different model integrations (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not a shared bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models: ViT NEPA vs Molmo2. Shared auto/docs files are boilerplate for adding new architectures, not a duplicate change." + "reason": "Different model integrations (ViT NEPA vs Molmo2); only generic registration files overlap." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models and purposes: ViT NEPA vs CTSM. Same broad pattern of adding a model, but not the same underlying bug or implementation." + "reason": "Unrelated additions: a vision model vs CTSM time-series model; no shared code-path problem." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families/releases with different files and implementations; not mergeable as one PR." + "reason": "Molmo and Molmo2 are related by naming but are distinct model families with separate code and docs; not the same PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared registry/docs edits are incidental." + "reason": "Molmo vs CTSM are different model domains; overlap is only framework registration boilerplate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated architectures; no concrete shared bug or code path." + "reason": "Molmo2 and CTSM are unrelated model additions; no concrete duplicate change." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 Audio and PP-OCRv6 text recognition are completely different modalities and model stacks; the overlap is just new-model scaffolding." + "reason": "Lfm2 Audio is an audio model integration, while PP-OCRv6 support is an OCR/computer-vision model bundle; not the same underlying change." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "One is distributed pipeline-parallel loading infrastructure, the other is a model-support PR. They do not fix the same concrete problem." + "reason": "Pipeline-parallel core loading support is a distributed runtime feature, not a model-support PR; cannot be merged as the same change." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6 are unrelated model additions; any similarity is only in shared auto/docs plumbing." + "reason": "CTSM and PP-OCRv6 are separate model families; shared docs/auto files are generic integration scaffolding." } ] }, @@ -17470,7 +17560,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "d26ab0ef44374118fa7e3068487b43f0936f87b2457c4d9f3c9390736acbfc0a", + "prepared_review_unit_hash": "caf4a70db2f3be1022656794dcb66062beb8c8520ae157a8af91622b73451a90", "component_budget": { "node_count": 3, "item_count": 3, @@ -17492,30 +17582,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests do not look like duplicates of the same change. PR 44815 is a substantive FP8 dequant/loading fix, PR 43291 is a Whisper tokenizer/test fix, and PR 43665 appears to be test-only noise for CLIP/ViT rather than a real bug fix.", - "confidence": 0.93, + "summary": "These three PRs are not true duplicates: one is a Whisper tokenizer/test fix, one is unrelated test churn in CLIP/ViT, and one is a dequantization/fp8 loader change. They share only superficial similarity in being small-ish maintenance PRs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical candidate because it contains the clearest concrete code-path fix with implementation changes across loading/FP8 logic and tests.", + "canonical_pr_reason": "If one PR must be chosen, #44815 is the most substantive standalone fix; however, it is not a duplicate of the Whisper or test-only PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of a real fix in the cluster; the other PRs are either unrelated or mostly test-focused.", + "best_pr_reason": "#44815 is the strongest PR overall because it contains concrete code-path changes across model loading and FP8 quantization, unlike #43665's test-only edits and #43291's Whisper-specific fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding/tests versus CLIP/ViT test assertions; different models and different bugs, so not the same underlying change." + "reason": "Different areas and different change types: Whisper tokenizer logic vs. CLIP/ViT test assertions. Not the same bug or mergeable into one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode behavior fix and FP8/dequant loading fix are unrelated code paths with no shared concrete bug." + "reason": "Whisper decode/timestamp behavior is unrelated to FP8 dequantization and model-loading changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test-only CLIP/ViT edits, the other is a broad FP8/dequant implementation fix; they are not mergeable as one duplicate fix." + "reason": "Test-only CLIP/ViT edits do not match the concrete dequantization/code-path fix in #44815." } ] }, @@ -17545,12 +17635,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "e207655d40f016347a1892651e611f647ab65beb4d13eda55b00055b9e21c9af", + "prepared_review_unit_hash": "dfa17ebb0715c3e238c67bea0243eeb289c18fa6559bef0ba08c2baa3a9e3877", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17558,7 +17648,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17567,18 +17657,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a repo-bot/setup/version-format test PR, while the other rewires CI/comment workflows and touches testing/notification code. The only shared file is a test file, which is not enough to treat them as the same change.", + "summary": "The two pull requests are not duplicates: they overlap only on a Vit test file, but one is a setup/version/dependency change and the other is a CI/workflow/testing-utils change. The shared filename looks incidental rather than the same underlying fix.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different code paths and purposes, so there is no single representative duplicate target here.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the better standalone representative of a substantive code change because it spans CI/workflow and related utility updates, whereas #43488 is mainly a bot/check-oriented test PR.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: #43488 adjusts setup/dependency/version metadata and a vit test; #43532 changes workflow triggers plus testing and notification utilities. Shared test filename is incidental." + "reason": "Different concrete changes and code paths: 43488 updates setup/versioning and adds pytest-random-order, while 43532 rewires CI workflows and testing utilities. Sharing tests/models/vit/test_modeling_vit.py is not enough to treat them as one fix." } ] }, @@ -17608,7 +17698,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4f3bd470d5da9da6dac3297bfe7c7ff4cad64e0d30d05f0a5aa125c5bd661219", + "prepared_review_unit_hash": "d1ed4c4d30052783a10731be48de8086dc35dd526feff1a95790f88d6417fef7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17630,18 +17720,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different pipelines: promptable concept segmentation vs promptable visual segmentation. They share a common implementation pattern and some documentation/registration files, but they do not fix the same underlying bug or change the same concrete code path.", - "confidence": 0.95, + "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation and the other Promptable Visual Segmentation. The overlap is mostly shared pipeline/docs registry glue, not the same underlying change, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduplication: the PRs are distinct feature additions targeting different pipelines and model sets.", + "canonical_pr_reason": "No canonical PR: the two pull requests implement different segmentation pipelines with different model/test surfaces.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader representative if one must be chosen, since it covers more related model integrations and tests, but it is still not a duplicate of 43612.", + "best_pr_reason": "Neither PR is a duplicate of the other; if a single representative were needed, 43613 is slightly broader, but it should not subsume 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Both add different pipeline features with different names, docs, tests, and model integrations; overlap is broad infrastructure, not the same concrete change, so they should not be merged as duplicates." + "reason": "Different concrete features: concept segmentation vs visual segmentation. Shared docs/registry code is incidental and they would not plausibly merge into one PR without conflating separate pipelines." } ] }, @@ -17671,7 +17761,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d239e1c3b0d5174477fa3aae9cba35c07573f35e8b1b57342999a94ea5c77370", + "prepared_review_unit_hash": "c4bac7dfd5c0089c0dd29d0c21fa0807bb16c7d3bfed3102a742223df0d3271a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17693,18 +17783,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both edit `trainer.py`, but they implement different trainer extensibility changes: one alters gradient-accumulation loss scaling, the other factors out signature-column filtering. Shared file/subsystem alone is not enough to treat them as duplicates.", - "confidence": 0.98, + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different customization hooks in `Trainer`: one changes gradient-accumulation loss scaling, the other adds a signature-column override for data filtering. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate: PR #43651 changes loss scaling behavior in `training_step`, while PR #43663 adds an overridable helper for signature-column filtering. They target different code paths and behaviors.", + "canonical_pr_reason": "`pull_request:43663` is the broader Trainer extensibility change, adding a reusable `_get_signature_columns` override point; `pull_request:43651` is a separate, narrower loss-scaling hook.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the better representative only in a loose triage sense because it is a focused, concrete trainer behavior change; however, it is not a duplicate of PR #43663.", + "best_pr_reason": "`pull_request:43663` is the better representative of the cluster because it introduces a general override method with clearer reusable intent, whereas `pull_request:43651` is a more specific behavior change tied to gradient accumulation loss normalization.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different changes in the same file: #43651 introduces `_loss_is_scaled_for_ga` and modifies gradient-accumulation loss scaling, while #43663 adds `_get_signature_columns` for column filtering. They do not fix the same underlying bug or implement the same change." + "reason": "Same file and same general Trainer area, but they fix different code paths: loss scaling vs. signature-column filtering. They could be merged independently and are not the same concrete change." } ] }, @@ -17736,52 +17826,52 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "78c95989db646c7fbb6fe2b928b0b2f8d1ea38de6924156900794a5cc5d20890", + "prepared_review_unit_hash": "1542f4cb1e8b1d3c265aed1e65d265b75039e2276d3566db5076e465d9f3be6d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs touch `src/transformers/cli/serve.py` and aim at the same runtime annotation/`TypeAdapter` import-time NameError family. PR #43842 is the clearest, most targeted fix; #43836 is a close duplicate variant; #43656 appears to address the same underlying CLI annotation NameError more broadly.", - "confidence": 0.84, + "summary": "All three PRs target the same CLI serve.py TypeAdapter import/annotation NameError in the same code path, with 43842 being the cleanest focused fix.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most explicit and focused fix: it directly addresses `TypeAdapter` being unavailable at runtime when `pydantic` is not installed, with a minimal change set and a clear title.", + "canonical_pr_reason": "PR 43842 is the most focused and direct fix for the TypeAdapter NameError, with minimal changes and an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it is the most direct, low-risk, and narrowly scoped solution to the same `TypeAdapter` NameError in the CLI.", + "best_pr_reason": "PR 43842 best represents the underlying bug: it directly fixes the missing-TypeAdapter runtime NameError in transformers CLI without broader refactoring.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs target the same `serve.py` annotation/import-time NameError in the CLI and are alternative fixes for the same underlying runtime typing problem." + "reason": "Both address the same import-time TypeAdapter NameError in src/transformers/cli/serve.py; 43656 uses future annotations while 43842 quotes the TypeAdapter annotation, but the underlying bug and code path are the same." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs explicitly target the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`; #43836 is just a broader/rougher variant of the same fix." + "reason": "Both are fixes for the same TypeAdapter NameError in serve.py and share the same issue target; the wording and implementation differ, but they are plausibly alternate implementations of the same patch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping is grounded in the packet: all three PRs modify `src/transformers/cli/serve.py` and their titles/diffs point to the same TypeAdapter-related NameError class. The 43836\u201343842 link is especially strong because they share issue target 43824. The 43656 link is looser, but still plausible based on the title and diff preview, so the soft-edge verdicts stay within a conservative interpretation." + "feedback": "The summary is grounded in the packet: all three PRs modify src/transformers/cli/serve.py and are clearly aimed at the TypeAdapter NameError in the CLI serve path. The canonical PR choice is also reasonable because 43842 is the most narrowly scoped fix. The soft-edge accepts are plausible and conservative enough here, since the paired changes are alternative ways to address the same runtime annotation problem rather than unrelated edits." }, "evaluator_used": true, "retried": false, @@ -17920,8 +18010,8 @@ "pull_request:44018|pull_request:44116", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", - "pull_request:44071|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:44059|pull_request:44722", @@ -17970,12 +18060,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "55e6b5a1a451cf1c254e32e2870c6486cfb51cba7adc86d49a79ae7aa7ebde7e", + "prepared_review_unit_hash": "5fe20ecdd27853370fd8924a80f2a051cca9ad78dc3aa73a5d1db8d891d92339", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84899, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -17983,7 +18073,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, + "serialized_chars": 75096, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -17992,336 +18082,396 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a topical cluster of output-tracing refactors across many unrelated model families. Most pairs share only the same tracking issue or a generic refactor theme; only same-model variants like GPT-J/CodeGen and GPT-Neo look like true duplicates.", - "confidence": 0.87, + "summary": "This cluster is mostly a collection of separate per-model output-tracing refactors, not one duplicate bug. A few pairs overlap on the same concrete model/file and look like near-duplicate PRs, but most items only share the broad standardized-tracing theme or the same tracking issue.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly canonicalizes the whole cluster because it spans many different models. If forced to pick a representative, 44722 is the strongest canonical PR for the GPT-J/CodeGen subgroup: it is the latest, most consolidated version of that concrete output-tracing refactor.", + "canonical_pr_reason": "pull_request:44066 is the clearest representative of the shared refactor theme: it has the explicit issue link, touches the core GPT-J/CodeGen output-tracing path, and is broader/more central than the other model-specific PRs.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best standalone PR representative among the near-duplicates because it covers the same concrete GPT-J/CodeGen output-tracing change with the broadest, most polished implementation. It is not a global canonical for the entire heterogeneous cluster.", + "best_pr_reason": "pull_request:44066 is the best single PR to anchor this cluster, but it should be treated as a representative of the refactor family rather than a true duplicate hub for the whole set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same generic output-tracing topic and issue target, but different model families (CVT/FNet vs GPT-J) and unrelated code paths." + "reason": "Different models and code paths; same broad output-tracing theme is too generic to be a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models and implementations; not the same concrete change." + "reason": "FNet/CVT vs DeBERTa are unrelated model implementations; not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both edit the same GPT-J output-tracing code path in modeling_gptj.py; the change is substantively the same refactor, with 44066 just broader." + "reason": "Both are GPT-J output-tracing refactors on the same code path/file, so they plausibly overlap as one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Same umbrella issue, but different architectures and files; these are separate model-specific refactors." + "reason": "ResNet/RegNet/RT-DETR overlap vs EfficientNet is only broad theme-sharing, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Both are standardized output-tracing PRs, but EfficientNet and GPT-J are unrelated code paths and cannot be merged as one fix." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated models; no shared code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different implementation details; the shared issue target is too broad to make them duplicates." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor are different model implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths; they only share the broad output-tracing theme." + "reason": "MobileNetV2 and DeBERTa are unrelated; same issue target is too broad to imply duplication." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; the PRs are thematically similar but not the same change." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor are different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J vs MPT; same refactor pattern, but not the same concrete bug/change." + "reason": "GPT-J/CodeGen and MPT are separate models; only the refactor pattern is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo files and same decorator-based output-tracing refactor; these are clearly the same underlying change." + "reason": "Both target GPT-Neo output tracing in the same file/code path, so they look like overlapping PRs." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations, so this is only thematic similarity." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations and refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and code paths; they share a refactor style, not the same fix." + "reason": "GPT-Neo vs GPT-J/CodeGen are distinct model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J output tracing are unrelated model changes." + "reason": "ResNet output-tracing refactor vs GPT-J/CodeGen refactor are unrelated." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different code paths; same theme, different fixes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations, so this is not a duplicate." + "reason": "ResNet vs GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models with different output-shaping logic." + "reason": "GPT-Neo and ResNet refactors affect different model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate refactors, only loosely related by the tracking theme." + "reason": "ResNet and MPT are unrelated models." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated; only the output-tracing pattern matches." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; same refactor pattern but not the same PR." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo and MGP-STR do not share the same underlying code path." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same issue theme, but not the same underlying change." + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR is not the same bug or change." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different model code paths." + "reason": "MPT and GPT-J refactors are unrelated." }, { - "left": "pull_request:44068", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated refactors." + "reason": "GPT2 and MGP-STR are different model code paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different models with different output-tracing implementations." + "reason": "GPT-J vs MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete model paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different code paths; only the generic theme overlaps." + "reason": "ViLT and Flaubert/XLM are unrelated model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated; same refactor style is not enough." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are separate model implementations." + "reason": "SqueezeBert and MPT are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are unrelated model-specific refactors." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different code paths; shared issue target is too broad." + "reason": "SegFormer and LongT5 are different models; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are distinct code paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated model implementations." + "reason": "VisualBert and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-Neo have different blocks and output handling; not the same change." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are separate model-specific refactors." + "reason": "GPT2 and GPT-Neo are different model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different models; same generic feature, different fixes." + "reason": "MPNet and LongT5 are unrelated models." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are unrelated code paths despite the shared tracking issue." + "reason": "RegNet and SegFormer are different model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and TextNet are distinct model implementations." + "reason": "MPT and ImageGPT are different models; only the refactor pattern is shared." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model-specific changes." + "reason": "RegNet and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and GPT-J are different architectures; not a duplicate change." + "reason": "VisualBert and LongT5 are unrelated code paths." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are different code paths." + "reason": "GPT2 and MPT are different model families." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different refactors in different files." + "reason": "MPNet and Flaubert/XLM are unrelated models." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and LongT5 are separate model implementations." + "reason": "RegNet and TextNet are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and MPNet are unrelated model families." + "reason": "RegNet and SpeechT5 are unrelated." }, { "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are different model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "MPT and SpeechT5 are unrelated models." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and Segformer are different model-specific refactors." + "reason": "SqueezeBert and GPT-Neo are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model implementations." + "reason": "SqueezeBert and VisualBert are unrelated model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and GPT-Neo only share the broad output-tracing theme." + "reason": "RegNet and MPT are unrelated implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are different code paths." + "reason": "SqueezeBert and DeBERTa are different model code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and TextNet are unrelated refactors." + "reason": "DeBERTa and VITS are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor, and both touch the same concrete file; 44722 is effectively a broader variant of the same change." + "reason": "These both target the same GPT-J/CodeGen output-tracing refactor and share the concrete filenames." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; the broader 44722 PR subsumes the GPT-J-specific part." + "reason": "Both appear to refactor the same GPT-J output-tracing code path, so they plausibly merge into one change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and different concrete output-tracing implementations." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are separate model-specific changes." + "reason": "DeBERTa and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and Vits are unrelated implementations." + "reason": "DeBERTa and VITS are different model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous, and it only elevates the GPT-J/CodeGen and GPT-Neo same-file variants as true duplicates. The accepted soft-edge pairs are conservative and look mergeable into single bugfix PRs, while the rejected pairs stay appropriately scoped to different model/code paths." + "feedback": "The summary is well grounded in the packet: it correctly characterizes the set as mostly separate per-model output-tracing refactors, while noting only the same-model/code-path overlaps as near-duplicates. The accepted soft pairs are supported by shared filenames and concrete code-path overlap, and the rejected pairs stay conservative by not treating broad theme or shared issue-target alone as duplication." }, "evaluator_used": true, "retried": false, @@ -18359,12 +18509,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "56a66d818554db9853016539f1807ddb9ccb678b23d44998b340f68b032588b9", + "prepared_review_unit_hash": "2cbed681821466413e6468f538819f282d420ae4c32d6bce5360edd7de502512", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84899, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18372,57 +18522,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A cluster of model-specific PRs migrating different Transformers models to the standardized output-capture/tracing helpers. They share a common refactor theme, but each targets a different model code path, so they are not duplicates of one another.", - "confidence": 0.88, + "summary": "A loose cluster of unrelated model-specific PRs that all implement the same broad output-tracing refactor pattern, but each targets a different architecture and code path. They should remain separate triage items.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative: it explicitly updates VisualBert to the new capture_outputs/can_return_tuple pattern and its title matches the cluster theme well.", + "canonical_pr_reason": "PR #44073 is the clearest representative of the cluster: it explicitly wires standardized output capture into VisualBert with concrete `_can_record_outputs` targets and the expected decorator imports.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because it most directly reflects the shared standardized output-tracing migration, with a clear model-specific implementation and concise scope.", + "best_pr_reason": "PR #44073 is a strong cluster exemplar because the change is self-contained, explicit, and representative of the output-tracing migration pattern without being overly narrow or test-only.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different model implementations with different hook targets and forward paths; this is not the same underlying change." + "reason": "Both are standardized-output refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different forward/code paths; not the same concrete bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model migrations. The refactor pattern is similar, but they touch different code paths and are not mergeable as one duplicate PR." + "reason": "Both migrate output tracing, but one is VisualBert and the other is TextNet with separate model internals and test coverage; they are related pattern-wise, not mergeable as one fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each add capture_outputs/can_return_tuple plumbing in different model files; same broad theme, but not the same concrete bug or change." + "reason": "MPNet and VisualBert are unrelated architectures; despite similar decorator/capture-output refactors, these are distinct model-specific changes." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct model-specific refactors in MPNet and TextNet. Similar tooling, but different forward implementations and output plumbing." + "reason": "Same broad migration theme, but MPNet and TextNet are different code paths and the PRs are not fixing one shared issue." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths. The diffs are both output-tracing related, but they are independent migrations, not duplicates." + "reason": "RegNet and SqueezeBert are separate models; these are parallel refactors, not the same underlying bug or a single mergeable PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both adjust output capture, but SpeechT5 has a different explicit issue target and a different attention/cache signature; these are separate changes." + "reason": "SqueezeBert and SpeechT5 target different subsystems and different output semantics; they do not represent one concrete fix that could be merged together." } ] }, @@ -18502,7 +18652,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "aef848aede654c5267e382442b25f64735280b444087b1e473ebc57aa1d4c80c", + "prepared_review_unit_hash": "70b0c0e529cc33dc28ae6cef77fa3462aff9b7f50ecd2c71b41fb26e8e9a8ff7", "component_budget": { "node_count": 13, "item_count": 13, @@ -18524,252 +18674,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar-looking but separate model-specific output-tracing refactors. They share the same tooling pattern, but not the same underlying bug or code path, so I would not collapse them as duplicates.", - "confidence": 0.93, + "summary": "These are mostly unrelated model-specific refactors for output tracing/can_return_tuple support. They share a theme but not the same concrete bug or code path, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is a good canonical representative because it is a cohesive multi-file refactor in one related model family and clearly shows the output-tracing migration pattern.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is the most substantial and implementation-heavy refactor, spans two related model files, and shows the shared output-capturing plumbing rather than just a thin decorator/import tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best single PR anchor for the cluster: it is self-contained, touches closely related variants, and most clearly exemplifies the common refactor theme without being overly specialized.", + "best_pr_reason": "PR 44003 is the strongest global representative for this cluster\u2019s theme, with broader scope and clearer framework-level output-tracing changes than the single-model PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different forward/output paths; same refactor theme, not the same change." + "reason": "Different models and code paths; same refactor theme, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both refactor output handling, but they target unrelated models and code paths." + "reason": "Unrelated model implementations; no shared concrete bug or patch." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations with no shared bug or mergeable code-path change." + "reason": "Different architectures and files; only the broad output-tracing theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems/models; one is timm_backbone, the other is mamba/falcon_mamba." + "reason": "Both are output-tracing refactors, but they target different model families and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths despite similar output-tracing refactor intent." + "reason": "Separate model implementations; not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Mobilenet_v1 and univnet are distinct models with separate output APIs." + "reason": "Different models with model-specific tracing changes, not a shared bug." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and behavior; only the refactor pattern matches." + "reason": "Same broad subsystem only; distinct code paths and changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different tracing mechanics; not one underlying fix." + "reason": "Different models and outputs; not one concrete duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "No shared concrete bug; these are separate encoder/decoder vs vision model refactors." + "reason": "Separate encoder/decoder wrappers; similar refactor pattern but not the same artifact." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Distinct model families with unrelated forward implementations." + "reason": "Different model implementation, so not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Similar API cleanup, but they affect different model code paths and outputs." + "reason": "Different model families; no shared code path or bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models; same broad refactor theme is not enough to deduplicate." + "reason": "Both are tracing refactors, but they touch distinct models and mechanics." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model stacks and would not plausibly merge into one PR." + "reason": "Not the same model or fix; only superficial similarity in output handling." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different output-tracing implementations." + "reason": "Different vision models with different refactor targets." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific refactors, not the same underlying change." + "reason": "Different architectures and implementations; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Mamba/falcon_mamba is unrelated to univnet beyond the shared refactor motif." + "reason": "Same theme, but separate model-specific changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and no evidence of a shared defect or shared code path." + "reason": "Different models and code paths; not a duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations; same theme only." + "reason": "Different models; no evidence of the same concrete bug or patch." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model stacks and distinct output-capture changes." + "reason": "Only the tracing refactor theme overlaps; the underlying implementations differ." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba and SuperPoint are unrelated; no shared bug or merged PR candidate." + "reason": "Distinct model families and different output-tracing implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "These are different code paths and different levels of API refactoring." + "reason": "Different codegen vs mamba paths; not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated models; only the naming pattern is similar." + "reason": "Separate model code paths; no evidence they fix the same bug." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share a concrete code-path problem." + "reason": "Different model families and behavior changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model architectures and output contracts." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are unrelated changes." + "reason": "Only broad refactor similarity; not the same concrete code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; same refactor style but not the same fix." + "reason": "Different wrapper/model files; same pattern, but not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated model paths." + "reason": "Different models and output types; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output-recording mechanics; not duplicate PRs." + "reason": "Unrelated model implementations despite similar tracing cleanup." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are separate model stacks with no shared bug." + "reason": "Different model families and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different concrete forward methods." + "reason": "Separate models; no shared concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision encoder-decoder and RWKV are unrelated; same pattern only." + "reason": "Distinct encoder-decoder wrapper vs recurrent model changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision encoder-decoder and speech encoder-decoder are separate code paths with distinct implementations." + "reason": "Different wrapper models; not the same underlying fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models; not the same underlying bug or fix." + "reason": "Different models and semantics; only the refactor style matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision encoder-decoder and DPR do not share a concrete code-path problem." + "reason": "Separate code paths and model types." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated model changes." + "reason": "Different model implementations, so not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output APIs; not duplicate changes." + "reason": "No shared concrete bug or change beyond generic tracing refactor." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are separate model implementations." + "reason": "Different model families and target code." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths." + "reason": "Unrelated model types; same subsystem theme is too broad." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different models with different output contracts." + "reason": "Different implementations and outputs; not the same patch." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; no shared concrete fix." + "reason": "Different model families and distinct fixes." } ] }, @@ -18802,52 +18946,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "320ad4651be130179970fde0ae4b07844d8d151fc1a409226a04ab19e85192e4", + "prepared_review_unit_hash": "60cb76f9f2155a02952612788318e74f9493b5b89ec1e9b8e6f5063f12c23379", "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": 10915, + "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": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-addition implementations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers scaffolding files and docs registration, but they do not fix the same concrete model or code-path issue, so none should be deduplicated together.", - "confidence": 0.98, + "summary": "All three pull requests are separate model additions for different families (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is limited to standard Transformers boilerplate and auto-mapping/docs registration, so none look like duplicates or mergeable into one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: these are distinct model implementations with different code paths, weights/conversion logic, and tests rather than multiple submissions of the same change.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good canonical representative for the cluster because they target different models. If one must be singled out, 45075 is the most mature standalone implementation, but it should not absorb the others.", + "best_pr_reason": "PR 45075 is the strongest representative of the cluster because it is a non-draft, substantial model add with broad implementation, conversion, and test coverage, making it the most complete example of this kind of contribution.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and capabilities: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are generic model-add boilerplate, not the same underlying change." + "reason": "Different models and modalities: PenguinVL is a vision-language model implementation, while Voxtral is a TTS model. Shared auto-registration and docs files are generic boilerplate, not the same underlying bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions: PenguinVL vs DeepSeek-OCR-2. Overlap is limited to common integration scaffolding, not a shared bug or fix." + "reason": "Both are model-addition PRs, but for unrelated architectures and code paths (PenguinVL vs DeepSeek-OCR-2). The overlap is only framework plumbing like auto mappings and docs, which is not enough to treat them as duplicates." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different concrete models and tasks: DeepSeek-OCR-2 vs Voxtral TTS. Similar file patterns are expected for new model support and do not indicate duplicate PRs." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are different model families with different implementation goals and files. Shared registration/docs changes are routine setup, not a single concrete fix or change." } ] }, @@ -18877,7 +19021,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "e3beb93d5b4e2de35e77549f1b63049d82decbb041cefb92bc2eb9bddf43353d", + "prepared_review_unit_hash": "bc3e445c13bdafe39c8e74a75c02ee9861b227abee649cb0b45593b356f814e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18899,18 +19043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the broader theme of fusion, but they implement different changes: one introduces a general module fusion API, while the other adds n-to-1 kernel fusion support via KernelConfig and related integration plumbing. They are not duplicates and should stay separate.", - "confidence": 0.95, + "summary": "These are related fusion-feature PRs, but they are not duplicates: one adds a generic module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and example usage.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the more foundational change: it adds the new Module Fusion API and test coverage, which is a core library feature rather than a usage example or a narrower integration path.", + "canonical_pr_reason": "PR 44979 is the more foundational change: it introduces the new module_fusion API and tests in a dedicated module, making it the core abstraction rather than a specific integration.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best representative for the cluster because it defines the core abstraction, whereas PR 45363 is a separate kernel-fusion implementation built on adjacent infrastructure.", + "best_pr_reason": "PR 44979 is the best canonical representative for the cluster because it defines the underlying fusion framework; PR 45363 is a narrower consumer/integration of that idea.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes and code paths: 44979 adds a general module fusion API, while 45363 adds KernelConfig-based n-to-1 kernel fusion and example/integration updates. They are related conceptually but not the same underlying fix or mergeable into one PR." + "reason": "They share a fusion theme, but 44979 is a generic module-fusion API while 45363 is a specific KernelConfig-driven n-to-1 kernel fusion integration touching different code paths. They are not the same concrete change and would not plausibly merge into one PR." } ] }, @@ -18940,7 +19084,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9b2a5bb108debe3bd590002048ab5183d2d89db1c6810d2fb3368f4b4c1f4954", + "prepared_review_unit_hash": "42ede16b5fbebef28b4527d7bfa852dccd5a38e79223892b32776dfb0641ccd6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18962,18 +19106,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex patch bug in the same file with the same code change; 45317 is the more complete version because it adds tests and clearer context.", - "confidence": 0.98, + "summary": "Both pull requests fix the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a broader version of the same fix with tests.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR because it covers the same fix as 45086 and adds test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "Prefer PR 45317 as canonical because it covers the same code-path fix as 45086 but also adds test coverage and appears to be the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR for the cluster: same concrete bug fix, same code path, and it includes validation/tests rather than only the minimal code edit.", + "best_pr_reason": "PR 45317 is the best representative of the cluster: it targets the exact bug, changes the same implementation path, and includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs fix the same AttributeError in _patch_mistral_regex by changing the same tokenizer pre-tokenizer accessors; 45317 is essentially a superset with tests, so they could plausibly be merged into one PR." + "reason": "Same underlying AttributeError in `_patch_mistral_regex` on the same file and code path; the diffs are effectively the same fix, with 45317 adding tests." } ] }, @@ -19003,7 +19147,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "3041fe4fb12a25a8834292750ce2931ab6aece11078260b5540af3e99aeb76b4", + "prepared_review_unit_hash": "ed92caac380598b518cc7e1e1f8b5c048b0f840d557a7f08f8e0e99bd5342304", "component_budget": { "node_count": 2, "item_count": 2, @@ -19025,18 +19169,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to NemotronH work, but they are not the same PR: one is a conversion/refactor to GraniteMoeHybrid-compatible mappings, while the other is a broader model split/addition for NemotronH dense/sparse variants and docs. The overlap is mostly shared files in the NemotronH package, not the same concrete code change.", - "confidence": 0.91, + "summary": "Two NemotronH-related PRs overlap on the same model family, but they are not duplicates: one is a focused inheritance/refactor PR, the other is a broader model-split PR adding dense/sparse variants, docs, auto-mapping, and tests.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative for this cluster because it is the broader, more user-facing model-structure change introducing the dedicated NemotronH dense/sparse variants and associated docs/tests, whereas #45115 is a narrower conversion-mapping/refactor PR.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH follow-up, covering the dense/sparse split plus documentation and integration changes rather than only inheritance/refactoring.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest representative PR overall: it covers the main architecture/package rework and is more complete than the smaller conversion-mapping-only PR.", + "best_pr_reason": "PR #45569 is the strongest standalone PR for the cluster: it introduces the concrete model-package restructuring and user-facing/docs/test updates, whereas #45115 is a narrower refactor focused on conversion/model inheritance.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: both touch NemotronH code, but 45115 is about conversion mapping and inheritance/refactoring, while 45569 adds dedicated NemotronH dense/sparse model variants, docs, and tests. They are adjacent work, not the same underlying change and would not naturally merge into one PR." + "reason": "Related by model family and shared files, but the changes target different scopes: #45115 is a conversion/inheritance refactor, while #45569 is the broader dense/sparse NemotronH implementation and docs/test update. They do not look like the same concrete change that could be safely merged into one PR." } ] }, @@ -19066,7 +19210,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "b2673f3349e5b14a6009543295a38a98f11e53a6e0dbbeb995a939619b41c377", + "prepared_review_unit_hash": "3b92fba44ab734f51b928211ade6f4f49db07c320305323d44dea762793a5aa2", "component_budget": { "node_count": 2, "item_count": 2, @@ -19088,18 +19232,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-config workstreams, but they are not duplicate PRs: one adds per-layer configuration plumbing, while the other adds broader heterogeneous model/runtime support on top of it.", - "confidence": 0.95, + "summary": "The two PRs are closely related pieces of the same heterogeneous-model feature, but they are not duplicates: one adds per-layer configuration plumbing, while the other adds model-side support that consumes that plumbing.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate canonical PR: PR 45332 is the broader heterogeneous model/runtime implementation, while PR 45333 is the narrower config-plumbing foundation. They are related but not the same change.", + "canonical_pr_reason": "PR 45332 is the broader, more end-to-end feature PR: it adds heterogeneous model/cache/masking support and consumes the per-layer config infrastructure rather than only defining it.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the larger end-to-end heterogeneous support surface and subsumes the config-only groundwork in 45333.", + "best_pr_reason": "PR 45332 is the best representative artifact for the cluster because it covers the actual model-path behavior change, not just the config-layer scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is only per-layer config support, whereas 45332 adds heterogeneous modeling/cache/runtime behavior. They share infrastructure files, but they are different concrete changes and not the same PR-level bug fix or feature." + "reason": "Related feature work, but not the same concrete fix/change: 45333 adds heterogeneous config support, while 45332 adds model/cache/masking behavior that depends on that config. They could coexist as separate PRs and are not mergeable as one duplicate patch." } ] }, @@ -19129,12 +19273,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "468747db5fb4157075d83107b7a4b3e00bfaf65a45921168c7d6ba6122864b41", + "prepared_review_unit_hash": "1155104cd664d948a8f16a8109ff4ade9d9f77b1f5efa0d2918dcdc8d177b097", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19142,7 +19286,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19151,18 +19295,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not duplicates: #45415 is a broad repo-wide type-checking sweep, while #45425 adds focused typing protocols/helpers for specific modules. They overlap in a few files, but not in the same concrete change.", - "confidence": 0.95, + "summary": "Both items are typing-related PRs, but they address different work: one is a broad repo-wide type-checking cleanup, while the other adds specific typing protocols/helpers for modeling-related code paths. The overlap is incidental, not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broadest representative of the cluster, with a repo-wide type-checking pass and pyproject typing-ignore policy changes across many files.", + "canonical_pr_reason": "PR 45425 is the better canonical PR because it introduces concrete typing infrastructure and targeted annotations for specific code paths, rather than a broad mechanical typing sweep.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the strongest cluster anchor because it captures the main typing-enable effort at a larger, more central scope than the narrower follow-up in #45425.", + "best_pr_reason": "PR 45425 is the strongest representative of the cluster because it has a focused, substantive change set tied to actual typing abstractions in the codebase; PR 45415 is more of a general type-checking enablement pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Related typing work, but not the same underlying change: #45415 is a wide mechanical type-checking sweep, while #45425 introduces specific typing aliases/protocols for modeling_utils and related code paths. They would not plausibly merge as one duplicate PR." + "reason": "Reject: 45415 is a broad type-checking cleanup across many files, while 45425 adds specific typing protocols and annotations for modeling/PEFT utilities. They share files and the general typing theme, but not the same concrete bug or mergeable change." } ] }, @@ -19192,7 +19336,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f34ddd3191d7791e835bc636a416ecd9b251226be8fa7b19bbbd813bd260b810", + "prepared_review_unit_hash": "3a99bf9ee3d7285e8fe1e489a3db7ac0123521474bada7868002397964075a16", "component_budget": { "node_count": 2, "item_count": 2, @@ -19214,18 +19358,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two EP-related pull requests, but they fix different bugs in different loading paths: one is about DeepSpeed ZeRO-3 / accelerate launch serialization-loading behavior, the other about FSDP2 rank-0 broadcast overwriting experts. They are related by theme, not the same underlying change.", - "confidence": 0.97, + "summary": "Both PRs concern expert-parallel loading in Transformers, but they fix different failure modes: one preserves distributed config/EP detection during loading, while the other prevents expert weights from being overwritten by rank-0 broadcast in a different distributed path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here; the two patches address distinct code-path failures. If forced to pick an anchor, 45662 is the more concrete bug fix in core loading behavior.", + "canonical_pr_reason": "PR #45662 is the more concrete and self-contained bug fix: it targets a specific overwrite problem in the FSDP2/EP load path and includes code changes in the loading/sharding flow.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative of the cluster only because it has the more explicit, self-contained failure mode and broader implementation changes; 45548 targets a separate loading/serialization issue.", + "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster because it describes a clear code-path defect, has a focused fix, and is more likely to represent the primary distributed-loading issue than #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are EP-related, but 45548 fixes distributed_config serialization / has_ep handling for DeepSpeed ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast in a different FSDP2 loading path. Different underlying bugs, not mergeable as one PR." + "reason": "Related by EP/distributed loading, but not the same bug. #45548 fixes serialization/config handling for EP + DeepSpeed ZeRO-3 loading via accelerate launch; #45662 fixes expert parameters being overwritten by rank-0 broadcast in FSDP2. Different code paths and different failure modes." } ] }, @@ -19255,7 +19399,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b09064fae7efcc344d454e480eaeebdbe7a4162126d35105b319fa1d8ab8e48d", + "prepared_review_unit_hash": "1c9a80e00121fc284608b3e330f5ac09124adc884859d2474153873a3c6cb92d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19277,18 +19421,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision problem tied to issue #45561; #45645 is a broader superset of #45639\u2019s testing_utils fix and adds CI/log handling for the same artifact path.", - "confidence": 0.84, - "canonical_issue_reason": "No issue artifacts were provided, so there is no issue canonical to choose here.", - "canonical_pr_reason": "PR #45645 is the better canonical PR because it subsumes the core testing_utils fix from #45639 and extends the same change to CI/workflow artifact handling and notification paths.", - "best_issue_reason": "No issue nodes were supplied, so there is no best issue to rank.", - "best_pr_reason": "PR #45645 is the best PR because it appears to be the more complete end-to-end fix for the captured_info/xdist collision problem, including the workflow changes needed to consume multiple captured_info files.", + "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils.py`; PR 45645 is the broader, more complete fix and subsumes the narrower change in 45639.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core `testing_utils.py` xdist-safe output change from 45639 and also updates CI log collection to handle multiple `captured_info*.txt` files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall PR for this cluster because it addresses the same concrete artifact-collision bug and also preserves CI debug log collection, whereas 45639 only covers the helper-side portion.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe handling of captured_info artifacts. #45645 contains the core fix from #45639 and adds related CI/log collection changes, so these look like duplicate/overlapping implementations of the same change." + "reason": "Both PRs target the same underlying xdist collision in captured_info handling and share the same helper/test files; 45645 clearly extends the narrower 45639 fix rather than a different change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 65f617ebca54608eebd2a8475409c099c15508e0..63091791dee922112b854bd1346e1fa1d9a8810a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260518t120024z", + "analysis_id": "hybrid-model-20260518t180026z", "archived_artifacts": { - "hybrid": "snapshots/20260518T120024Z/analysis-runs/hybrid-model-20260518t120024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260518T120024Z/analysis-runs/hybrid-model-20260518t120024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-18T12:15:51Z", + "published_at": "2026-05-18T18:10:45Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260518T120024Z", + "snapshot_id": "20260518T180026Z", "variant": "hybrid" } diff --git a/snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json b/snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..295ccfd209ec3896fe0d55f44a6085cea6a98dc0 --- /dev/null +++ b/snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json @@ -0,0 +1,2205 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260518T180026Z", + "generated_at": "2026-05-18T18:10:43Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 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no shared concrete code path." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are device/dtype-flavored, but they affect different models and execution paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU issue and GraniteMoE invalid-method issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure mechanisms; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and auto device-map cuda assert are different bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they cover different removed content and likely require separate edits." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Similar indexing/device wording, but the model paths and failure modes differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad error class, but not enough evidence they are the same Zero-3/BERT bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Generic IndexError text is not enough; the contexts differ." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape indexing error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed/ZeRO-3, but the collective mismatch and zero-size index errors are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 BERT index-out-of-bounds bug; both report index 0 out of bounds with size 0." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 loading and LoRA merge/save behavior are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE rotary-embedding/offload materialization bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero-3 BERT index error and GPT-OSS TP failure do not share a concrete code path." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and custom trainer signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Zero-3 BERT loading error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoE invalid method are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both involve Gemma4, but one is a device-map forward mismatch and the other is an expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking issue and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral dtype mismatch and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure surfaces; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related, but Gemma3 load failure and BERT zero-size index error are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and TRL embedding unpacking issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they cover different removed content and likely need separate fixes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Different models and failure modes, despite both involving ZeRO-3." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are separate docs issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "No shared code path beyond both being model/config related." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU runtime issue and outdated RAG examples are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar generic IndexError wording, but not enough evidence they share the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unable-to-load unit test failure and corrupted checkpoint report are distinct problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loader incompatibility are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and docs cleanup are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading test failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm dynamo tracing error and Mistral image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer regression; 45920 is the broader multi-family report and 45812 is a narrower Granite-only instance." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Similar mask-shape IndexError language, but not enough evidence of the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: most pairwise verdicts are conservative, but the canonical-issue choice is not fully grounded. In the packet, issue 45920 is the broader AutoTokenizer v5 regression across multiple model families, while 45812 is Granite-only; describing 45812 as the broadest or best representative overstates its scope. The duplicate cluster itself is plausible, but the representative issue selection should be revised." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue: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:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "674b48b7a37452b2b77bf067f63a22195c9310b9205f2e62cb2f7703d8468dd4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38522, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous grab-bag of unrelated Transformers bugs. Two soft pairs look like true duplicates: SigLIP2 bad outputs, and trust_remote_code/custom-module loading collisions. No PRs are present.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45698 is the broadest and most central of the matching custom-module loading reports: it captures the wrong-module/from_pretrained failure mode and is still active/open, making it the best anchor for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best overall issue representative because it is the clearest, broadest duplicate-worthy bug in the set and has the strongest ongoing discussion signal. The rest of the items are mostly separate model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related failures, but they affect different models and different error paths (Gemma3 config attribute vs Qwen3-MoE sliding_window behavior)." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/runtime failure and table-question-answering crashes are unrelated subsystems and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is torch version incompatibility; the other is a pydantic/PretrainedConfig regression. Different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility-style reports, but one is a ZeRO-3/BertModel index error and the other is a torch/transformers version mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure and PretrainedConfig/pydantic breakage are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a Transformers chat crash and the other is a vLLM streaming chat/completions failure; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error and table QA crashes are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 device mismatch are different model bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied lm_head bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure on Qwen3.5 is unrelated to an MPS histogram/op support error in a MoE path." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram unsupported-int error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different import/config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 PLE device mismatch are separate problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 loading out-of-bounds error on a different model path." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different config regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "TorchDynamo grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel not working." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory growth and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and streaming inference failure in Qwen3.5 are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers incompatibility are different issue classes." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and missing Float8 storage support are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different IndexError failures affecting different models and mechanisms." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are about SigLIP2 producing bad/nonsensical text-embedding or pipeline outputs, strongly suggesting the same underlying model bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined TensorFlow backend from tensorboard-only install is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping on from_config and uninitialized-memory rotary embedding are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking under TRL are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding unpacking failure and MPS histogram unsupported-int error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module loading pathology: cache/path resolution leads to the wrong local/custom module being loaded." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "A Mistral3 tied-weight bug and a broader translation-model tied-weights regression are similar in theme but not the same concrete failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention linear_attention crash and tied-weights regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback checks are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, identifies the two plausible duplicate pairs from title-level evidence, and avoids claiming PR content that is not present. The soft-edge rejections are generally conservative, and the two accepted pairs are supported by closely aligned titles about the same model/loader behavior without overreaching beyond 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": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "19fd9710107bf6446db63ce49a674110ddd019c8a9575e0af31ab2f031a49e0d", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer bug reports, with only a small duplicate subcluster. The only strong soft duplicates are the v5 non-persistent-buffer corruption reports and the SigLIP2 implementation discrepancy reports; the rest are different model-, trainer-, or backend-specific issues.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the earliest clear report of the v5 non-persistent-buffer corruption regression and is broad enough to represent the duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most specific and actionable statement of the same regression, explicitly naming `from_pretrained()` and the silent buffer corruption.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer behavior vs docs mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs tied-weights issues in translation models." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths: FSDP shape error vs TRL SFT embedding unpacking failure." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model methods and failure modes; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and NVFP4 runtime errors are distinct issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption regression; only the wording differs." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no clear shared code-path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc example errors are separate from the reported SigLIP2 text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: v5/from_pretrained corrupting non-persistent buffers with junk values." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF gradient explosion are different symptoms and likely different root causes." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API TypeError and ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve bad buffer values, but one is silent corruption in `from_pretrained()` and the other is a specific `to_empty(cuda)` materialization issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization incompatibilities involving different storage/constructor errors." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and missing `all_tied_weights_keys` are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are different issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention 3D `position_ids` crash and CPU-offload incompatibility are different failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-state bug is unrelated to Qwen3.5 MoE rotary embedding memory initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing inefficiency and int4 OOM memory growth are different performance/regression reports." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model failing to load." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad theme of loading problems, but not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy/quality regression; one reports the symptom, the other the underlying HF-vs-JAX mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in `AutoConfig.from_pretrained` and broad remote-code breakage are related only at a high level." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash-attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different loading regressions without evidence of the same code-path." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are distinct training issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation and Gemma4 device-map mismatch are different backend/device issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A model load failure and a missing tied-weights attribute are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The accepted soft duplicates are well supported by the packet titles, and the rejected pairs stay cautious on similar-but-not-identical regressions. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "244ff16257d9b092fbbee773cb8e138aeed713e2d795509fd9c700b344b7a49c", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of distinct Transformers regressions, but it does contain several clear duplicate-like same-bug pairs, not just docs and mask-shape. The strongest accepted matches are the stale v5 pipeline docs pair, the repeated mask-shape IndexError pair, the Whisper/fbank feature-extraction pair, the `_is_hf_initialized` compatibility pair, and the Qwen VL video-input regression pair. The remaining soft matches are mostly nearby compatibility or loading failures, but not safe duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is still the best single umbrella issue: it is the broadest and most central regression report in the set, covering the general class of recent loading breakages. The accepted duplicate-like pairs are narrower subclusters around it, but 45020 is the most representative hub overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global representative issue because it captures the widest model-loading regression theme in the cluster, while the other issues split into smaller, more specific duplicate groups or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA-related behavior, but one is a HF4.x vs hf5.x MoE loading incompatibility and the other is a tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and a Gemma4 PLE device_map forward mismatch are different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5 VL and a bitsandbytes Int8Params constructor issue are unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like failure is distinct from the broader remote_code loading regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback gating are separate subsystems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 PLE device placement." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different errors; no clear shared code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation cleanup." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading breakage is not the same as the Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and non-persistent buffer corruption are different bugs despite both being model-loading related." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE fine-grained FP8 failure is a separate backend/config issue from the remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same Whisper/fbank feature-extraction failure path; 44220 names the underlying function." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are different problems." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` compatibility break in newer Transformers loading/init flows." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure and bitsandbytes constructor incompatibility are separate issues." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve ZeRO-3 weight loading, but the model targets and missing-weight patterns differ enough to avoid duplicate merging." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and NemotronH checkpoint loading are unrelated model issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad tokenizer error message for Voxtral is not the same as a tokenizer load failure for est-roberta." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient-checkpointing being ineffective and a missing supports_gradient_checkpointing flag are related only broadly, not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch; completely different training failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion from 3D position_ids/SDPA fallback is not the same as an s_aux=None flash-attention crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight-conversion failure under accelerate+deepspeed is distinct from GAS gradient averaging under model_accepts_loss_kwargs=True." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init incompatibility and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Both describe the same mask-shape IndexError; the titles differ only in placeholder dimensions." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are the same v5.3.0 Qwen VL video-input regression family, with 44560 providing a specific reproduction." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading reports with different models and failure details." + }, + { + "left": "issue:42947", + "right": "issue:45538", + "accept": false, + "reason": "Gradient checkpointing/LoRA and CLIPTokenizer max length do not share a bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdicts are mostly conservative, but the summary is not fully grounded in the packet because it understates the number of duplicate-like matches. In the packet, several accepted soft-edge pairs are also reasonably same-bug clusters (43792/44220, 43872/44291, 44479/44560, 43827/44509, and 41093/44805), not just the docs and mask-shape pairs. Saying those are merely \u201cclose compatibility regressions but not safe to merge\u201d conflicts with the accepted verdicts and makes the cluster look looser than the evidence supports." + }, + "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": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "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:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "612c68d2236cfdc04326b2ff64ac201ca5ac4e796b351efb9b3adf4c6b6ef634", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36980, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports, with only a few true duplicate subpairs around the same bug. The strongest duplicate anchor is the Transformers 5 non-persistent-buffer corruption report; most other soft links should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43644 is the clearest representative because it has an essentially identical follow-up report (44534) for the same Transformers 5.x non-persistent-buffer corruption regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best single issue to keep as the cluster representative: it is concrete, clearly scoped, and has the strongest duplicate match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different failures: Qwen2.5-VL rope/position-id scaling vs Qwen3_5MoE uninitialized-memory after meta->to_empty() materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct bugs: FSDP2 shared_kv_states KeyError vs PLE device-mismatch during forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF support for gpt-oss vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different architectures and code paths: Bamba torch.compile/SDPA failure vs Qwen3.5 Flash Attention crash." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; the notebook-specific wording in 43645 is just a context variant of 43646." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: Qwen3-vl video StopIteration vs TRL SFT unpacking failure for Qwen3.5 embeddings." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/fp8/meta behavior, but the concrete bugs differ: FineGrainedFP8Config failure vs meta-device loading regression." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing export is not the same as meta-device loading issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different scope entirely: 3d_parallel.py runtime failure vs GGUF architecture support request." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated regressions: GenerationMixin import failure vs Qwen3-MoE FP8 failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping add-new-model bug vs Gemma4 PLE device mismatch; no shared concrete code-path." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 output corruption; one report describes zero probabilities, the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA train/use incompatibility for qwen3_moe on hf4.x is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual-encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version BERT model-loading regression; only the checkpoint name differs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is about `_is_hf_initialized` and the other about non-persistent-buffer corruption." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes: auto device mapping cudaErrorAssert vs FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA model compatibility on qwen3_moe is unrelated to Gemma4 embedding-resize behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation bug is unrelated to SGD argument handling." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: DeepSpeed ZeRO-3 index error on BertModel vs add-new-model-like failure in tokenizer mapping names." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Qwen3-vl video StopIteration vs mask-shape IndexError." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO-3 empty-Bert index error vs tokenizer-mapping add-new-model-like bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical Transformers 5.x regression about non-persistent buffers being filled with junk; these are duplicate reports." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different validation regressions: granite_speech strict config vs tiny-random glm4v config load failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different loading problems: gpu+cpu offload/dequantized model loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the concrete bug differs: zero probabilities at inference vs documentation-example model/processor mismatch plus quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Repeated pair already covered above; the bugs are still distinct." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Repeated pair already covered above; different model-specific failures." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Repeated pair already covered above; different regression surfaces." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Repeated pair already covered above; same model-loading regression." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Repeated pair already covered above; distinct failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Repeated pair already covered above; same duplicate regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the representative choice is well supported by the nearly identical non-persistent-buffer regression reports. The soft-edge decisions are mostly conservative: the accepted duplicates are plausible from the titles alone, and the rejected pairs generally stay on the safe side by not collapsing distinct failure modes. No clear overstatement stands out from the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "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:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "aed6817b5826ac93eca16463f6b6c13fa7c03163423124a617ee302f6ebe36ea", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only clear near-duplicates are around lm_head weight tying and resize_token_embeddings propagation; the rest are model- or feature-specific regressions that should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; 45276 is the best anchor for the resize_token_embeddings/output_embeddings subgroup because it states the broader failure mode most directly.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the clearest, most general issue in the only strong duplicate subgroup and is the best triage target among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes (GLM load issue vs Qwen3-VL shape mismatch)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a docs/example error and the other is a runtime inference issue with a different symptom." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and distinct loading/conversion failures." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen, but one is LoRA checkpoint compatibility across versions and the other is a model weight-shape load error." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offloading, but the root problems are different." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffer initialization vs notebook custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different Flash Attention bugs with different triggers and crashes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: LoRA checkpoint incompatibility vs token embedding resize propagation." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/chat crash vs processor attribute error in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but for different models and likely different underlying causes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings propagation bug: resized embeddings do not update the relevant internal/output embeddings." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same missing lm_head weight-tying problem in multimodal generation models, causing bad text generation." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load path bugs: extra_state handling vs init_empty_weights argument mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer-vocab mismatch and tokenizer loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated SigLIP2 example problems vs a generic GLM5 issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma-4 FSDP2 attention state handling." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma training and offload issues with different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different forward-pass/device problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but the concrete regressions differ." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: init_empty_weights signature change vs mmap-related OOM." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different load/fallback behavior." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading failures: GLM unit-test load issue vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is int4 CUDA reserved memory and the other is mmap/OOM avoidance." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related topic, but 45276 is Gemma4-specific and includes additional embed_tokens_per_layer behavior; not clearly the same concrete bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions during save_pretrained and the other is wrong module resolution on load." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible same-bug groups, and the rejections are well-justified by the issue titles. The cluster-level takeaway that this is mostly heterogeneous, with only a couple of near-duplicate subgroups, fits 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": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:43854|issue:44960", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:43994|issue:44079", + "issue:43596|issue:44683", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "c10e0245e51d19e2852a16fd00b08cf38660371c35b571eb6d209bd84e425588", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37578, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5-era regressions across model loading, training, and device/dtype behavior. Only one clear duplicate pair stands out: the embedding resize bug affecting output/decoder embeddings.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression in this set, and it best captures the general v5 loading/init breakage theme without being as narrow as the more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster representative: it is general, clearly user-facing, and closest to the recurring v5 custom-model loading/init regressions seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode support and the other is Qwen3.5 RLHF/3D position_ids causing SDPA/BF16 instability; different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are related only at a high level; the underlying bug and repro are different." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config rejection for granite_speech are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "GLM-4.7 model-loading test failure and a separate GLM5 issue do not look like the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 FSDP2 shared_kv_states rebuild are different attention/training bugs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated regressions." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "meta-device model loading issues and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the output/decoder embedding weights." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about tokenizer vocab bounds and the other is a specific model loading failure; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load failures are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are too broad and not the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are separate model-specific loading issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General Torch incompatibility and Gemma4 device_map forward mismatch are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention crash are not duplicates." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline breakage and tokenization changes across versions are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and notebook custom-model initialization are related only at a broad v5-regression level, but the reported bug is not the same concrete failure." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are distinct regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not share a concrete code path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is separate from return_all_scores behavior mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export failure with torch_compilable_check and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask-shape IndexError are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3.5 embedding unpacking with TRL SFT are different regressions." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version/MoE loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 pipeline nonsense outputs and ModelOutput key assignment with None are not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are separate backend issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state handling in save/from_pretrained and unwrapping text_config for composite Qwen multimodal configs are different loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it characterizes the set as broad v5-era regressions and only claims one clear duplicate pair, which is supported by the strongest pair (issue:45292 / issue:45335). The other soft-edge rejections are conservative and do not overclaim duplication from the limited 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": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:36032|issue:42915", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "0831cf9e396eb68c7254c0509e4be3f53eb9af375d86bb44412ccb554a7c596e", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37249, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy topical similarity, not true duplication: it spans unrelated bugs across training, tokenizers, Whisper, GGUF loading, model init, caching, and multimodal paths. None of the soft pairs look like the same concrete underlying issue strongly enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is clear because the items are heterogeneous and do not share one concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; the cluster does not center on one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different tokenizer failures: T5 special-token method conflict vs GGUF loading breakage." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is EMBEDDIA/est-roberta and the other is Mistral regex patch crash; different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions vs tokenizer loading for est-roberta are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but XLNet CPU arange placement and Qwen3.5 MoE CPU-offload incompatibility are distinct." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Add-new-model-like TOKENIZER_MAPPING_NAMES bug is unrelated to compiled flex_attention on torch 2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both affect loading, but different models and symptoms; not the same tokenizer bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but loading with base_model_prefix and junk-filled buffers are different underlying problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch and template-node compile error are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both involve audio features, but the titles point to different failure sites and causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different models and likely different loader regressions; not enough evidence for one bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 linear_attention cache crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable-dataset failure are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation failure are distinct." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 MoE FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation inconsistency and StaticCache seq_length type bug are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and BERT model loading failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad AutoTokenizer/AutoModel break and the other is Qwen2.5-GGUF-specific; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-initialization regressions, but the symptoms differ and may need separate fixes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm Dynamo tracing error and template compile error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are different problems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and custom-model-in-notebook initialization break are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compile error and GraniteMoEHybrid invalid method call are different failures." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 weight tying bug and lm_head serialization inconsistency are related at a broad level only, but not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "93a21172819f006c49311649aadf32eef65832a888e3dfd74c46903784464c58", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37253, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous bug reports. There is a loose subcluster around Transformers v5 loading/initialization regressions, but the proposed soft pairs are not duplicates of the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the main Transformers v5 regression theme: it covers custom model initialization failures and is closer to several related loading/init reports than the more model-specific cases.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best issue representative because it captures the central v5 initialization breakage pattern without being tied to a single model or tokenizer.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask behavior are unrelated bug classes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync/dispatch overhead is a performance issue; StaticCache returning a tensor instead of int is an API contract bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are different models and failure paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is for physical-intelligence/fast and the other is a tokenizer regression for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different models with different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are distinct Transformers v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal model bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and Video-LLaVA missing temporal attention/shared weights are different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and incorrect processor output size are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization failure and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained, but one is overall checkpoint corruption and the other is incorrect visual-encoder key saving; different concrete bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different model-specific issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch >= 2.9 are unrelated subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model loading regression and a tokenizer regex patch crash are different failure mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is a tokenizer-construction bug; physical-intelligence/fast is a model-loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage are both precision-related only at a very high level; the concrete failure modes differ." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading noise are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen vision/video models, but one is a broad video-input regression and the other is a rope-index scaling bug for still images." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are unrelated issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow installation/backend handling, but one is about a torch-only extra omitting TF and the other about tensorboard being present without TensorFlow; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression are different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "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:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "7437cab4deb0525f48ad824929dc40813f3f4972b2871829c77e4a8501174eed", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issues, with a recurring but broad Transformers v5 regression theme and a smaller Qwen2.5-VL position-id theme. No soft pair is a safe duplicate match under a strict duplicate bar.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative Transformers v5 regression here: generic custom model initialization breakage, which is a better umbrella than the narrower symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best triage anchor because it is general, directly actionable, and sits near the center of the repeated v5 initialization/loading regressions in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: torch.export/flex_attention vs remote_code model loading. Same release era, not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer. Not the same code-path problem." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a concrete tokenizer-loading failure for a specific model. Too different to merge." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate regressions: _is_hf_initialized handling during init vs non-persistent buffer filling. Related to v5, but not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen-VL generations and different symptoms: multi-GPU training vs IterableDataset multi-image finetuning failure." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 attention/shared_kv_states rebuild issue; not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer repository-file selection bug vs Granite token-ID regression. Both tokenizer-related, but distinct problems." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure vs MoE training memory inefficiency. Different code paths and symptoms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure in v5 vs CLIPTokenizer max_length sentinel misuse. No overlap beyond broad tokenizer/model loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs zero-loss classification behavior from problem_type/num_labels. Different causes." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image finetuning failure vs Qwen2.5-VL still-image temporal position-id scaling. Same family, different bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation vs missing supports_gradient_checkpointing flag on a remote-code model variant." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights argument regression vs Float8 storage lookup TypeError. Not the same defect." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading in transformers v5 vs Llama4Config missing pad_token_id. Different model families and failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask inconsistency vs Gemma3 sliding-window NaNs. Both batching-related, but unrelated mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping vs tokenizer regex patch AttributeError. No shared bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs dtype mismatch in inference. Different surfaces and code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized regression. Both v5-related, but not the same problem." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs PaddleOCR-VL model loading failure in vLLM. Unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 AutoModel/pipeline correctness issue vs Perceiver interpolation failure. Different models and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but one is base_model_prefix handling and the other is custom model initialization. Related theme, not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression vs dtype mismatch in bf16 inference. Different code paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight-tying failure vs device-dependent lm_head.weight serialization inconsistency. Related area, but not the same concrete issue." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping vs non-persistent buffer junk values. Separate internal bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error. Different models and likely different failure logic." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading/runtime failure vs meta-device loading regression on some models. Same broad class of loading issues, but not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids bug. Both VL-related, but distinct input paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure. Unrelated models and mechanisms." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids. Similar area, not enough to merge as one 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": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", + "issue:44387|issue:44617", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:45584", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43873|issue:45701", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "4e7035614f24bebf4f0b274c71ebb93bae3860e29de4d6dbcb17b167d26c916c", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues that only share superficial subsystem keywords. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about non-persistent buffer initialization in v5; the other is a ModelOutput key assignment bug. Different code paths and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is a loading/dispatch problem, while the other is about ModelOutput key handling. Not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Model loading in vLLM vs a Torch/Transformers version incompatibility. Related to loading, but clearly different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression in Qwen variants and the other is a device-mismatch bug in Gemma4 PLE. Different fixes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for a model is not the same as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is SAM3Video running out of memory. Different causes." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a constructor/init bug, not the same as strict config loading for granite_speech." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific models, symptoms, and API paths differ. Too broad to treat as one bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading failures for different models with no shared concrete mechanism shown." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position id scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload/device mismatch is not the same as DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and PEFT adapter checkpoint loading are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is a Qwen auto-mapping assert on A800 and the other is Gemma4 PLE forward mismatch. Different failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights causing garbage generation is unrelated to a Bamba SDPA compile failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broader quantization offload behavior report." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different bugs: tied weights/generation versus bf16 dtype mismatches." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config class is not the same as not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization-related, but one concerns lm_head weight serialization while the other concerns incorrect visual encoder keys in Qwen3.5. Not the same fix." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight generation corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are completely different issue classes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to strict config loading for granite_speech." + } + ] + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "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:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:42617|issue:42915", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43749|issue:44534", + "issue:44610|issue:44898", + "issue:36331|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:41720|issue:42617", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "b4e442bf533559dd2033e8dc495dd934b1897b68df74afec588bbcd88e3123a4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicates; the cluster is a heterogeneous mix of unrelated model-loading, tokenizer, training, processor, and multimodal regressions. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs in tokenization, loading/offload, training, and multimodal processors. None of the issues clearly subsumes the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication. Issue 41720 is only a weak topical anchor for a few loading/offload reports, but it is too specific to serve as a universal target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: glm-4v-9b model loading vs tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision is a different bug than Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key save/load regression." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both touch model saving/loading, but one is a cache-path collision and the other is read-only permission propagation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset issue is unrelated to the progressive generation inputs_embeds/past_key_values bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation failure and Qwen3 auto device-map CUDA assert are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading mismatch is unrelated to Trainer resume/max_steps calculation." + }, + { + "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:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure is a different issue than Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor _tokenizer AttributeError are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight unpacking issue are different model-loading problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to a version-dependent tokenization change report." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API break is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are both loading-related but not the same root cause." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation failure affect different vision paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg is a Trainer API issue, not a distributed script/runtime failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are platform-specific memory issues with different causes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor output-size mismatch are different preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to Bark CPU offload device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex RMSNorm leak are different memory problems in different stacks." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen3.5 variants is unrelated to SFT trainer input-embedding unpacking." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are distinct loading/offload bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map assert and Llava Next segmentation fault are different models and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression and tokenization changes are both version-related, but not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to a tokenization regression report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-mapping CUDA assert is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong IDs are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map loading failure and 3d_parallel.py runtime failure are different distributed issues." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b model loading 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": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "ab62cfb23d931fbce6c069238f9c57d416e5e7351b4963325aadcd8963e06ce0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35070, + "estimated_input_tokens": 8768, + "estimated_eval_tokens": 17792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches across unrelated bugs, models, and subsystems. Only the two Qwen2_5_VLProcessor.apply_chat_template reports look like the same duplicate bug; all other soft pairs should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44514 is the cleanest duplicate anchor in the set: it has the same exact failure as issue:44545 and the title is already specific about the crashing code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue candidate because it is the clearest concrete duplicate target for the only confirmed soft edge and its title precisely names the failing API and condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related, but one is Qwen3-MoE sliding_window behavior and the other is StableLm pad_token_idx after v5; different models and bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; not the same code path." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different model behaviors and fixes." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer issues, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and failure modes: LayoutLMv2 NER/padding crashes versus MLuke task AttributeError." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashing on missing _tokenizer is not the same as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a broad parity issue; T5Tokenizer add_special_tokens conflict is a specific class-method naming bug." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload related, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different mechanisms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "An image-segmentation processor bug and BarkProcessor voice_preset bug are unrelated processor failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and tokenizer mask-token registration in BigBird are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processing and general tokenization changes after version bumps are not the same underlying defect." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs and stale docs for removed pipeline tasks are different documentation issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Llava Next segmentation fault are different model/loading problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gather label truncation and SAM3 text/box behavior are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same crash condition in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and tokenizer special-token registration for BigBird do not share a code path." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different training vs generation issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "One is runtime post-processor updates; the other is save/load persistence of custom token IDs in DiaConfig." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and an undefined-variable bug in multimodal token counting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech local checkpoint loading with PEFT adapters are different failures." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional-encoding failure and dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they affect different model families with different symptoms and likely different root causes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5/apex RMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:44514 vs issue:44545, is an exact-title duplicate with matching failure mode, and the other soft matches are reasonably explained as different bugs or subsystems. 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": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "63b28970e0842a645e9efd82cbaf3ea80f8acb6a8304c5c1d3e8c3bf4848f4b3", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-similarity pairs mostly share broad subsystems or keywords, but they do not describe the same underlying bug or fixable code path, so no duplicate cluster emerges.", + "confidence": 0.92, + "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: one is a model-loading regression for a specific repo, the other is PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated domains: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6, but one is config unwrapping for from_config and the other is CPU offload compatibility in rotary embedding; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage import/load failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer API argument collision is not the same as a model loading failure for ScandiBERT." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but one is doc example errors and quantization, the other is an image size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and Qwen config unwrapping are different code paths and symptoms." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError in attention is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is cache loading failure and the other is an unconditional model_info() call in a mistral-regex patch; not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related, but one is unpacking Qwen3.5 input embeddings in SFT trainer and the other is evaluate() failing after train()." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "General tokenizer special-token update behavior is different from LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A T5 RMSNorm memory leak and Qwen rotary embedding offload compatibility are distinct issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/fix_mistral_regex, but one is a crash in patching backend_tokenizer and the other is a Kimi-K2.5 codec-handling regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example/model mismatch and a quantization-offloading bug are too broad to be duplicates." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to a generic single-label classification zero-loss issue." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero-3/BertModel indexing failure is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is a different problem from DAC.from_latents mismatching forward due to missing STE." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma 3n variable-name collision are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different areas and bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking 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": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43618|issue:43697", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:44077|issue:44625", + "issue:42915|issue:43746", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:43746|issue:45381", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43825|issue:43994" + ], + "prepared_review_unit_hash": "5aedc497dbeeced8e89d70ef0cb163ddca02d3826265a32a15f4bbb359f6eb05", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem or keyword similarity, not the same underlying bug/change. All soft edges should be rejected and there is no clear duplicate anchor.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because these reports cover unrelated bugs across different models, configs, tokenizers, and runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to justify one canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failure modes: missing attentions assignment vs changed RTDetr outputs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both are inference/eval correctness bugs, but they hit different code paths and artifacts." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation logic; the other is a degenerate classification loss condition." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated models and issues: patchtsmixer post-init policy vs Qwen3.5 label propagation." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different domains entirely: FP8 config handling vs Blip2 dtype loading." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction bug vs RoPE layer retention bug; not the same defect." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both involve multimodal models, but the reported root causes are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR input index error; different problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "SDPA/torch.compile failure is not the same as a bfloat16 dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Distinct code paths and symptoms: compile-time SDPA issue vs DAC latent/forward mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Model loading with PEFT adapters is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs in different models: dtype loading vs video position ids." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to cache length return type." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is offline hub access and the other is a tokenizer attribute crash." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent conversion mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument collision is unrelated to the sleng-bert loading failure." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but they describe different strictness/field-preservation bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Same broad family (video inputs) but different models and concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but weight_only load failure and flash-attention generation failure are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/weight sharing are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor refresh bug vs Whisper batch_decode skip_special_tokens issue." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 regression reports, but for different models and outputs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next loading is unrelated to MPS histogram int support in MoE." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs errors and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message regression is not the same as SigLIP2 nonsensical outputs." + } + ] + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43452|issue:44991", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43404|issue:43782", + "issue:43650|issue:43906", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43582|issue:44857", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "b0c661ebd568cce61a66f2af601809bad607ffd5a3bdf9f9e5feafaf69becbe0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated despite superficial topical similarity. The only clear duplicate-style pair is the tokenizer added-token spacing / slow-vs-fast inconsistency report.", + "confidence": 0.71, + "canonical_issue_reason": "issue:28218 is the clearest representative of the one true duplicate pair: it states the concrete tokenizer spacing bug directly and is open with inbound references, while issue:29159 reads like the same slow/fast tokenizer inconsistency from a different angle.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best issue to keep as the primary tracker because it is specific, actionable, and matches its paired duplicate closely; the rest of the set is too heterogeneous to serve as a single canonical cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but 45020 is a broad umbrella report while 44561 is a specific helper-removal regression; not clearly the same underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer compute_loss are unrelated subsystems and failure modes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different problems with no shared code path." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation and docs referencing removed pipeline tasks are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both concern vision/audio-style inputs, but they target different models and distinct indexing/regression failures." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch and bfloat16 dtype mismatch are different bugs even if both are inference-related." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about v5 pipeline removals, but one is a runtime error message and the other is stale documentation; related, not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "NER/batched-padding tokenizer crashes and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch during model use and trainer.evaluate() failing after train() are different symptoms with no clear shared code path." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer behavior bug: added tokens/slow-vs-fast tokenizer behavior causes an extra space or inconsistent spacing after token insertion." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatch in other models are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are both loading issues but not the same concrete failure." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking under accelerate and dtype mismatches are different code paths and failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend extras installation and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied-lm-head weights and Qwen3VL weight_only loading are separate model-specific bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A low-signal placeholder issue and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer patching crash and Gemma4Processor missing _tokenizer are different attribute errors in different components." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and a broad 'tokenization changes' report are too general to treat as the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated runtime failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning across layers and a user-facing warning about tie_word_embeddings are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated audio-model bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT fast image-processor label reduction and RTDetrV2 output differences are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and an extreme model_max_length value are unrelated tokenizer/template issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model and a broad remote_code regression report are not clearly the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the pair verdicts are conservative overall. The only accepted soft pair, issue:28218 vs issue:29159, is plausibly the same tokenizer spacing/slow-vs-fast inconsistency bug from the titles alone. The rest of the rejections avoid overclaiming and stay 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": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:45459|issue:45803", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:43749|issue:44291", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44568|issue:45488", + "issue:43606|issue:45859", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "0a18c0fa98ede7063a0f563b4e2ceedaf6678aaeccdb56c046d2b2788b3529c0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37090, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; only the two Qwen video-input reports look like the same underlying regression in the video multimodal path.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report covering video input failures across multiple Qwen VL variants; issue:43329 appears to be the narrower root-cause bug in the same video token/counting path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster because it captures the shared impact across several models and is the clearest standalone duplicate target for the accepted soft edge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: one is a VLM video-token counting failure, the other is a stale auto-mapping reference breaking CI." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they are different code paths and different failures; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related symptoms, but they involve different failures and likely different root causes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: PEFT/local checkpoint loading versus Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures; float8 storage lookup is not the same as torchvision import requirements." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model issues, but one is zero probabilities and the other is processor output size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific runtime problems; no shared concrete code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction versus DiaConfig token ID persistence." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors versus MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch transformer loading/import behavior, but they are separate regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime issues; torch.compile SDPA failure is unrelated to quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug versus processor image-size mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different components and symptoms; Beit label reduction is unrelated to MPS attention correctness." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer/processor issues with no shared root cause." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying failure versus dtype propagation issue; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but the underlying failures are distinct." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper decode behavior are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision imports." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion bug versus VLM video-token counting bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different tokenizers and different failure modes." + }, + { + "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": "Both concern config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in the Qwen VL/video multimodal path; 43329 gives a concrete root-cause in the video token-counting branch, while 44479 is the broader user-facing regression report." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video-processing problems: token counting versus batched processor output shape." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different models and different regressions." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Different model/offload failures; CPU offload device mismatch is not the same as rotary embedding incompatibility." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A specific Qwen3.5 hidden-state bug is not the same as the broad tokenization version-change report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair\u201443329 vs 44479\u2014is plausibly the same Qwen video-input regression, with 44479 as the broader user-facing report and 43329 as the narrower root-cause issue. The other verdicts stay appropriately cautious and do not overclaim equivalence." + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44987|issue:45538", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43317|issue:45538", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:24643|issue:29159", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:43257|issue:43756", + "issue:43742|issue:44291", + "issue:43257|issue:43696", + "issue:44062|issue:44991", + "issue:43540|issue:45823", + "issue:44737|issue:45588", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "ab87eb423de804c35d5c4683efd39456ad689b89fc6cfb21e966cdabd5b9c3e5", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37682, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only two convincing duplicate subpairs: a Qwen video-input regression pair and a SigLIP2 output-discrepancy pair. Most other soft links are broad-topic similarity only and do not look mergeable into the same concrete fix.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44479 is the broadest representative of the clearest duplicate-like subcluster (Qwen video-input regressions) and directly covers one of the strongest soft matches (45381).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best representative issue because it has the widest scope within the only coherent subcluster and is most likely to absorb nearby video-regression duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: GPT-oss OOM during inference vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency bug and TrainerState token-count update bug are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed while the other is a weight-shape mismatch for Qwen3-VL; not the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are distinct loading issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image-processor torchvision requirements are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 problems: device-mapping cuda assert vs video-input ValueError in another model path." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading and Apple Silicon caching allocator warmup are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-id loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 45381 is a specific manifestation of the broader position-id bug described in 44479." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model-loading regression for a repo and a list_repo_files revision-forwarding bug are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but the titles point to different model families and different failure modes; not enough evidence of one concrete shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer load failure and CLIPTokenizer model_max_length bug are different problems." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input issues, but the affected models and error signatures differ enough that they do not clearly look like one bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and tokenizer max-length bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model correctness bugs with no concrete shared code path." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and StaticCache sequence-length type mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and tokenizer consistency issue are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model classes and different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and Smollm3 RoPE-layer discrepancy are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading regressions with no common bug signature." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion bug and GPT-oss OOM are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer constructor TypeError and a specific tokenizer loading regression are similar in area but not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device or video handling, but the models and failure modes differ." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-placement bug and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of a different issue and a Qwen video regression are not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness issue: 43994 describes the downstream nonsensical outputs caused by the HF/JAX implementation discrepancy in 43493." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict and Mistral regex patch/backend_tokenizer crash are different tokenizer failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the issue titles and descriptions (44479/45381 and 43493/43994), and the rejections avoid overclaiming similarity where only broad topical overlap is present. The cluster characterization as mostly heterogeneous is also reasonable." + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:45357|issue:45920", + "issue:42175|issue:43824", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43742|issue:44589", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43582|issue:44977", + "issue:44484|issue:44704", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:42175|issue:44938", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "6d3bce40ad42ceb32d18fc5b142f2817429a9ce1ef8ab1ae35b72e5bef2f8081", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35558, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like false positives. The issues span unrelated bugs across model loading, config handling, tokenization, vision processors, runtime backends, and environment-specific failures; no single duplicate cluster emerges.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative; the cluster mixes many unrelated failure modes rather than one shared defect.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated areas: GenerationMixin import error vs TensorFlow backend packaging with `.[torch]`." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: save_pretrained visual encoder keys vs wrong AutoTokenizer token IDs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend inclusion issue is not the same as a missing Qwen2.5-VL class import." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` TypeError is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A janus test failure is not the same bug as Phi-4 multimodal model loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "One is generic `AutoConfig` missing fields with trust_remote_code; the other is a specific Qwen config field dropped by strict config handling." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage for AutoTokenizer/AutoModelCausalLM is not the same as failing to load one specific model." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different code paths: image processor torchvision dependency vs Mistral regex patch crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading regression are distinct issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError on MobileLLM-125M loading is unrelated to missing Float8 storage lookup." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT Fast image processor label reduction bug is not the same as zero-loss sequence classification with num_labels=1." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is unrelated to Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A PEFT minimum-version bump is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 incorrect save_pretrained keys are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior does not match an AutoImageProcessor URL-loading failure." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch ImportError and LayoutLMv3 box validation messaging are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video position IDs; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver image classification interpolation behavior." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is not the same as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size discussion is unrelated to AutoProcessor kwargs propagation to cached_file." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the triggers differ: batched padding=False vs assistant messages with tool calls and no content." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure are not the same defect." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage is unrelated to BLIP2 dtype not propagating." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading bugs and unconditional model_info() in _patch_mistral_regex are distinct code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:24643|issue:29127", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:30064|issue:33666", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43643|issue:44561", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44464|issue:44743", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43688|issue:45440", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:43122|issue:43906", + "issue:28282|issue:35141", + "issue:32090|issue:33666" + ], + "prepared_review_unit_hash": "862d6cbd124dcc0ce3d8d958763fc17a541bb1ca3df187d31ebb96116cc02a89", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading bugs, trainer/device-mapping issues, and unrelated model-specific failures. None of the soft pairs are strong enough to merge as true duplicates, so I rejected all of them. The most substantial and broadly documented issue here is the v5 tied-weights regression.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45005 is the broadest, most detailed user-facing regression report in the set, centered on tied-weights behavior in v5 and likely the best anchor for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 has the strongest writeup and the widest apparent impact among the listed issues, making it the best overall issue candidate in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent serialization problem and the other is a broader translation-model regression; not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes (processor/tokenizer API breakage vs codec/mistral-regex issues)." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems entirely: DAC latent reconstruction vs Whisper batch decoding behavior." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-related error-message clarity are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train failure and Gemma4 device-mismatch are different code paths and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and a processor/tokenizer regression are unrelated model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both involve tokenizers, but the BigBird special-token bug and MLuke task AttributeError are different failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "These are distinct tokenizer-loading/usage problems for different tokenizers and call paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processing segmentation-map handling and Qwen2-VL multi-GPU training are not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token related, but they concern different tokenizers and different missing-token behavior." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields while the other is a v5 API removal breakage." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral-regex patching and tokenizer load failure for a specific model are different loading regressions." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A800 auto device-mapping cuda assert and an isolated reproduction of another issue are not enough to treat as duplicates." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation-path bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus error with a CLIP model are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig token-ID persistence are different tokenizer/config issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention embedding issue and the other is about classification head initialization/checkpointing." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM loading key error are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote code are related only at a broad theme level, not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA on Bamba is unrelated to MLuke tokenizer AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype casting and flash_attention s_aux=None handling are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated model bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are different loading paths." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast type error and TrainerState token-count tracking are distinct trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version behavior change and an isolated reproduction of another issue are not enough to merge." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import missing and tied-embedding reinitialization are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast/type handling and Qwen2-VL multi-GPU training are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45704", + "issue:45803", + "issue:45812", + "issue:45987" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:44849|issue:45357", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:28282|issue:33357", + "issue:44568|issue:45812", + "issue:28282|issue:32090", + "issue:43688|issue:43749", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43577|issue:44554", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:45803|issue:45987", + "issue:43688|issue:45704", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44488|issue:44843" + ], + "prepared_review_unit_hash": "ba92f0c082560d72e22770331c6185f3728d8e38aeecccae9e47a06a6cc8b3d6", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36255, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a mixed bag of unrelated model-loading, tokenizer, training, and device/runtime regressions. None of the provided soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystems or model families only.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a concrete, silent tokenizer regression with broad impact across all Granite models and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue to anchor this set because it is specific, user-facing, and broadly applicable within one regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load/import failures, but they concern different models and different root causes; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different object types and failure paths: MobileLLM key error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Unrelated: auto device mapping CUDA assert on Qwen3 vs chunked generation inconsistency with compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different models and bugs: CPU offload device mismatch vs DiaConfig token ID persistence." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug for BitNet is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor/tokenizer image-handling regression are separate changes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs/models and different missing fields; not a single underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and GPTNeoX rotary_pct reload regression are unrelated config/model behavior issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error and MacOS bus error on a CLIP model have no shared root cause." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and distinct tokenization behavior." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different failures: dependency import error vs Trainer broadcast TypeError." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer/multi-GPU bug versus a custom compute_loss signature mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors are not the same as an implementation discrepancy in SigLIP2." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading bug and MPS attention correctness issue affect different code paths and models." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is distinct from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression across several models and the other is num_labels propagation." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "A broad exception-swallowing bug in FuyuBatchFeature is unrelated to StaticCache.get_seq_length return type." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model families and failure modes: aux-loss normalization vs apex RMSNorm memory leak." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing token-id-like fields, but they are different configs, fields, and model families." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Both mention qwen3_omni_moe, but they target different helper/behavior bugs and are not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only token-type defaulting and multi-GPU inference OOM are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading behavior, but one is a model-specific load failure and the other is HF_HUB_OFFLINE regression from an unconditional hub call." + } + ] + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43688|issue:45701", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:43688|issue:43873" + ], + "prepared_review_unit_hash": "6f818549490c9076462abdf9f69a022380ddb3d278329afea8737aafb4ca14b2", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, sharing only broad transformer themes like multimodal loading, tokenization, serving, or training. None of the proposed soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, with no repeated bug thread that cleanly subsumes the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster; the closest broad themes still split across unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: SigLIP2 implementation discrepancy vs DeepSpeed/ZeRO-3 gradient normalization instability." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id regression and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are not the same as the processor.tokenizer/images regression in custom model code." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Different loading paths: accelerate+deepspeed weight conversion vs Qwen3VL MoE loading failure in dev transformers." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model init and the other is serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but CUDA OOM in multi-GPU inference is distinct from a PLE device mismatch during forward." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: missing Qwen2_5_VL export vs a Float8 storage lookup error." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different subsystems and symptoms: legacy config field on load vs CPU offload device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different numerical issues: embedding dtype drift in eval vs gradient blow-up under ZeRO-3." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both touch v5 loading, but missing pad_token_idx and unexpected _is_hf_initialized are different config/API breakages." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A storage-object lookup failure is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and failure modes: MacOS bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config bugs: DiaConfig save/load loses IDs, while MLukeTokenizer raises an AttributeError on tasks." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization change regression." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy config loading for BEiT is not the same issue as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serve crashes: multimodal .to() on strings vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B TP OOM and an unreleased PEFT version pin are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen3.5/3.6 config propagation, but num_labels propagation and text_config unwrapping are distinct bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but zero assistant masks for multimodal inputs is different from a tool-call/no-content crash." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and unexpected position-id keys are different model/config regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLFlow reporting after training failure are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient instability under ZeRO-3 is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are different issues." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to quantization/offloading behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44315", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45823" + ], + "soft_pairs": [ + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:43572|issue:43957", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:37428|issue:43824", + "issue:44442|issue:45198", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "01b331770e7ebdc682ec5d7c0a5208e54ecf4a4b4c4f99eddd74e246a0bf7919", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37456, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer spacing bugs, config/pad_token_id regressions, multimodal processor/chat-template issues, and several isolated runtime/import/training failures. None of the soft edges are strong enough to treat as true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 44521 is the closest active open multimodal processor bug, but it only covers one small subcluster and not the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated problems: template-node compilation error vs a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting support for GeneratorExp is a different code path from SigLIP2 zero-probability behavior." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma 4, but one is missing mm_token_type_ids defaults while the other is a device-mapping forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: dtype mismatch under torch.compile/SDPA vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation state sync bug is unrelated to the Qwen3.5 hidden-states regression." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift is not the same as resume_from_checkpoint key mismatches." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to a Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both touch processor behavior, but one is a processor/tokenizer regression and the other is an OmDet image-size mismatch." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing is unrelated to the CLIP MacOS bus error." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec handling are different bugs with different fixes." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after extending vocab." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig does not match a loading failure for physical-intelligence/fast on newer transformers." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-position scaling are separate model-specific issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to meta-device loading breakage in 5.x." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash attention helper import and meta-device loading failures are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-processor output shape issues are distinct failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom model code accessing processor.tokenizer is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they affect different config classes/models and do not look like one concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import exposure and DeepSeek-Coder detokenization are unrelated issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning has nothing to do with GPT-oss-20b OOM." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated model-specific problems." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template/multimodal issues, but one is a batched-input crash with padding=False and the other is all-zero assistant masks; they are different concrete bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 discrepancy versus original JAX is not the same as zero probabilities in the model implementation." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing _flash_supports_window_size and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test 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": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43450|issue:43575", + "issue:43827|issue:43901", + "issue:42490|issue:43493", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:45127|issue:45245", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:45290|issue:45381", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "5d66608672f0418bd8940df1b2ee5b3a75222640c29fccf749ac32d294d2fb38", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports and regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest are merely thematically similar, not the same underlying issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title and apparent root problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster: it is a concrete, well-scoped bug report and the only one with a clear duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype regression in evaluation vs MoE training memory usage." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug is unrelated to Qwen2.5 tensor-parallel OOM." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different API deprecations and outputs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model/code paths: DAC latent consistency vs Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech stale device override test do not share the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP crash in a loss function are different failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limit are unrelated issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty transcription failure are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a removed helper is not the same as a Torch 2.10 compatibility issue." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video vision_position_ids bug are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale generate warning are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer config bug and torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and output-length helper behavior are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different-output regression for Pegasus and recurrent-state reset in qwen3_5 are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaulting and flash_attention auxiliary-state crash are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and stale pipeline error-message wording are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mismatch, but they affect different models and mechanisms." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "SDPA/torch.compile failure and stale GraniteSpeech device override test are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse layer creation bug and Beit pretrained preset loading bug are different problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing failure is unrelated to Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports with the same title and same Qwen3.5 MoE from_pretrained error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the Qwen3.5 MoE from_pretrained issues are the only clearly matching duplicate pair, and the remaining soft-edge rejections are conservative given the titles and available metadata. No overstatement of evidence 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": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45042", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:43335|issue:45072", + "issue:38175|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:44292|issue:45520", + "issue:28218|issue:35141", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:34689|issue:35141", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:44493|issue:45042", + "issue:36010|issue:37428", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44857|issue:45588", + "issue:45372|issue:45459" + ], + "prepared_review_unit_hash": "77d34fdea8fb174c48d7ae56bfd1b77a79d30125c1d2728a067ed212f4b1cb94", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37456, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain a true duplicate core; the soft links mostly connect superficially similar regression reports across unrelated subsystems. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the reports span tokenizer, model loading, training, export, and CI failures. If one representative is needed, issue 44462 is the cleanest self-contained regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the most broadly understandable and actionable representative of the set: a concrete, reproducible loading regression with clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash-attention/MoE-related code, but one is an AttributeError on sink-less models and the other is a CPU-offload incompatibility; different bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures in different layers." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "One is a SwitchTransformers config construction bug; the other is a bfloat16 dtype mismatch during inference. Not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both are model-output correctness complaints, but they affect different models and symptoms with no shared concrete code path." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and a GraniteSpeech CI device-override test are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they concern different models and tokenizer/decoder behavior." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "A sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and post-init embedding reinitialization are distinct bugs in different parts of the stack." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen flash-attention generation failure and Gemma multi-GPU CUDA OOM are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading issues, but one is a trailing-slash path warning and the other is a specific model test failure." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json selection and trust_remote_code breakage from is_torch_fx_available removal are different loading issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A trust_remote_code import break and a DeepSeek tokenizer regression are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are separate runtime errors." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models, different symptoms, different code paths; both are just generation regressions." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "One is an image-loss AMP crash; the other is a SwitchTransformers/TimmWrapperModel dtype mismatch." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is lost token IDs and the other is loading the wrong custom module; not the same root cause." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper function behavior issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure for Bamba and a feature-length helper regression are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are vision/data-processing issues, but one is multi-image IterableDataset finetuning and the other is a label-reduction bug in an image processor." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS on add_special_tokens and Gemma3 NaN embeddings are distinct tokenizer vs model-runtime bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and a flash_attention AttributeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation failure and a stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export support problems and flash-attention sink-less-model crashes are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are different processor-level issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected position-id keys and unwanted torchvision requirements are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules with no shared concrete failure path." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash load warning and a tensor-parallel OOM are different model-loading problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "A CUDA AMP crash in image loss and a flash_attention AttributeError are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage and tokenizer exception handling with missing protobuf 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": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:33357|issue:39692", + "issue:43421|issue:45491", + "issue:29127|issue:34567", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:44610|issue:45412", + "issue:10000|issue:15354", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "6b36d4e35524595a207596d43304471287e4bc0854373377c6bdfe24b4a884c4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the proposed soft pairs mostly share a broad subsystem or keyword, but they do not describe the same underlying bug/change. I would not dedupe any of the pairs, and there are no PRs to consider.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45406 is the most concrete, self-contained bug report in the set, but it should be treated as a representative issue only, not as a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released on deletion." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated failures: category cardinality limit vs stale paged-generate warning." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v5 behavior, but one is generation output drift and the other is inconsistent lm_head.weight serialization." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py None handling crash is unrelated to Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset with cache are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepseekV3MoE implementation divergence are separate problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong results and RT-DETR memory leak are different model issues with different symptoms." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is a different failure from Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but Qwen3Moe FP8 config failure and quantized model saving failure are distinct bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg and Qwen video-input regression are different model/input-path issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export / torch_compilable_check issue does not match Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both touch vision-language models, but MacOS CLIP bus error and SigLIP2 docs/model-processor mismatch are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor input-size mismatch is not a duplicate of RT-DETR memory retention." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and DeepseekV3MoE divergence are different model implementation bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a high level, not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure due to ReasoningEffort and Gemma4Processor _tokenizer missing are separate loading/serve 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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:33357", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:42490|issue:43873", + "issue:43278|issue:43575", + "issue:43723|issue:44554", + "issue:43653|issue:44442", + "issue:45103|issue:45372", + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:45440|issue:45593", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:42490|issue:43381", + "issue:42915|issue:43931", + "issue:43575|issue:43701", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "47f1fd3e6eafcfcdaec0308c785200e38e253236c4ffa5a75ab0fd07223a6d41", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35445, + "estimated_input_tokens": 8862, + "estimated_eval_tokens": 17980 + }, + "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 with only superficial lexical overlap (tokenizers, flash attention, Qwen, OOM, import errors). I do not see any true duplicate pairs; all soft links look like false positives.", + "confidence": 0.9, + "canonical_issue_reason": "No obvious duplicate canonical exists because the cluster is heterogeneous. If one issue must anchor the set, issue 43873 is the most central by activity/inbound references and has the broadest user impact among the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single issue to keep as a representative anchor: it is active, well-discussed, and describes a concrete regression with external interest. Still, it is not a semantic match for most other items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: path-trailing-slash import warning vs quantization/offloading behavior." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different models and failure modes: dtype drift in eval vs tensor-parallel OOM on load." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading error and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a special-token registration bug and the other is an AutoTokenizer load failure for a different tokenizer." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated import/runtime issues: auto_docstring annotations vs mistral_common ReasoningEffort import." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different training-state bugs: gradient checkpointing in eval mode vs checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU inference problems, but one is a cudaErrorAssert on Qwen3 auto device mapping and the other is a multi-GPU OOM on Gemma4." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: CLIP vision hidden states regression vs Qwen3 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/OCR related, but one is a label-reduction bug and the other is a long-input index error." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different change requests: DeepseekV3MoE parity divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch and multimodal token counting are unrelated bugs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "FlashAttention test failures and a GenerationMixin import error are distinct issues." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor failures on different models; not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both touch Qwen3, but one is a missing pad_token_id on VL loading and the other is a sliding_window bug in MoE." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific import error for a model class vs a generic dependency issue; too broad to be the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: flash-attention generation regression vs category-count runtime limit." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Processor label handling and LwDetrImageLoss AMP crash are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default and unsupported center arg in a feature extractor are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on local paths does not match gradient-checkpointing eval-mode behavior." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and symptoms: FineGrainedFP8Config failure vs weight-shape mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken duplication and hub revision forwarding are separate API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different model families and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model init breakage is not the same as the patchtsmixer post_init policy issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is TP loading OOM and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different behavior domains: Qwen3.5 recurrent cache handling vs Whisper batch_decode special-token handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", + "issue:44479|issue:45290", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:44442|issue:45803", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:44442|issue:44898", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:43550|issue:44743", + "issue:43720|issue:44442", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:44568|issue:45479", + "issue:32090|issue:33290", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "91bed33f055122fc9f6963fea9a243770cf8e813ae9b2af2e1f0319af4afc455", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, config, loading, training, quantization, and documentation problems. I do not see a true duplicate group or a safe canonical item for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items describe different underlying bugs across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue. If one must be chosen, issue 44964 is the broadest generic loading regression report, but it is not representative of the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: LayoutLMv3 error-message clarity vs embedding resize/post-init reinitialization." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but one is a Qwen3.5 flash-attention regression and the other is Whisper empty-transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different failure modes and models: compiled chunked generation inconsistency vs Gemma3 NaN embeddings in mixed-length batches." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Both touch multimodal/chat paths, but one is a video-input regression and the other is a chat-template crash on tool-call messages." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated bugs: Phi-4 multimodal loading regression vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a tensor-conversion exception-handling bug in FuyuBatchFeature." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing fields." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different layers: CLIPVisionModel hidden_states output bug vs generic ModelOutput key assignment behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure and Perceiver image-size interpolation failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message issue; no shared underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different serialization problems." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor in DeepSpeed is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a model-specific Llama vision break and the other is a general base_model_prefix issue." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch loading failure vs incorrect checkpoint saving; related domain but not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate concerns." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel output bug vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to recurrent-state reset in Qwen3.5 modules." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights vs AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but they affect different architectures and different unwrapping behavior." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures: missing transformers export vs missing mistral_common symbol for Gemma 4 processor loading." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload regression are different persistence bugs." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to the single-label-classification zero-loss issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Unsupported NoneType broadcast and DeepSpeed Adafactor OOM are unrelated training/runtime errors." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/load regressions affecting different symbols and APIs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script vs unrecognized model/config loading 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": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41950", + "issue:42175", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656", + "issue:45698" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:43540|issue:44514", + "issue:33290|issue:34689", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43550|issue:43701", + "issue:41950|issue:43475", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43295|issue:44871", + "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43232|issue:43388", + "issue:33290|issue:35141", + "issue:43761|issue:44479", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43673|issue:44743" + ], + "prepared_review_unit_hash": "640c77140d8ccdd10e621615bd58f93d31893681f88d51280377912b0481e4c0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues spanning pipelines, configs, multimodal processors, generation, DeepSpeed, and model loading. The soft-similarity links are mostly superficial and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate exists here; the apparent similarities are broad subsystem overlap rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, it should be a broad, user-facing regression like a pipeline or loading failure\u2014but none of these are strong enough to serve as a true duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: optional post_init policy vs video input regression." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error is unrelated to a DeepSpeed ZeRO3 deque failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMV3 error messaging vs MacOS CLIP bus error." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but the bugs are different code paths and model families." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM from Adafactor is not the same as double optimizer steps." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they concern different models and distinct config validation problems." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow install/backend packaging issue is unrelated to Gemma3TextConfig API mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both touch Mistral-family models, but one is lm_head tying and the other is FlashAttention compatibility." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline error-message regression are different failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top_k output-shape bug is unrelated to missing PyTorch import error." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus test failure are unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug is unrelated to a missing Sam3VisionEncoderOutput attribute." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config inconsistency is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and eos_token_id inconsistency are separate issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to metric gathering dropping tuple labels." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model paths." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel launch failure and tensor-parallel OOM are separate parallelism issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained handling is not the same as missing model_type in config.json." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and MobileLLM key error are unrelated loading failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is broader and distinct from GPTNeoXConfig rotary_pct reload regression." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field handling and wrong custom module loading are different save/load bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as recurrent state reset in modular_qwen3_5." + } + ] + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43906|issue:45290", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "3c9cec6954ea55ad5cf2a17eb9ec1c0e599ae4266f207b5aca45b31c5aa068d3", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose lexical group of unrelated issues, not a true duplicate set. I would not merge any soft pair; if forced to choose an anchor, issue 44534 is the broadest regression-style report in the group.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44534 is the broadest, most generic regression report in the set and is the least bad anchor, but the cluster is still not a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the most representative placeholder for the cluster\u2019s recurring v5/regression theme, though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about optional post_init being disallowed; the other is about non-persistent buffers being initialized with junk." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to an eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is a different code path from KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of an older issue is not the same as the assistant tool-call crash; no concrete bug match." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch are separate problems." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different models and failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on load is not the same as an incorrect tied-weights warning." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both mention state/config behavior, but non-persistent buffer junk and rotary_pct reload reset are different root causes." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to a model-loading compatibility problem." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generation test failure is not the same as CI breakage from removed Sam3LiteText mappings." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys are distinct save/load bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids are both multimodal, but not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor creation in XLNet and a bare except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and a Python 3.13 indentation/parsing import error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure does not match a local dataset-loading script issue." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure and undefined tf backend from tensorboard-only installs are different environment problems." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version-related, but Python 3.9/3.10 support and Python 3.13 script parsing fail for different reasons." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct silently resetting on reload are different serialization/state bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and GraniteSpeech strict config loading are separate config-validation issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinitialization and local-model path trailing-slash import warning are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale device override and Sam3LiteText auto_mappings breakage are different CI 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": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44336", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44933|issue:45362", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:45563|issue:45584", + "issue:43643|issue:44496", + "issue:42490|issue:45632", + "issue:44964|issue:45600", + "issue:41950|issue:44016", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43388|issue:43688", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "5438f46c73ff8e57fb0bdc4ca5f1e515d517bbb2eceded09dc257d0c08954933", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37085, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import/load regressions, generation issues, or config bugs, but none look like the same concrete defect. I would not collapse any of the soft edges, and there is no PR evidence in the cluster.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the clearest, well-scoped user-facing bug report in the set, but it is not a true duplicate anchor for the rest of the cluster; the cluster is too mixed to have a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: a generic data request vs an audio feature extraction bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: SwitchTransformers sparse-layer init vs local dataset loading." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Different code paths: model config loading vs bare except in tensor conversion." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different issues: empty multi-label classification outputs vs loading a local dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: resize_token_embeddings/tied weights vs Whisper empty transcription handling." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config bugs, but on different multimodal models and different missing fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation inconsistency with compiled forward is not the same as a stale warning message." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different crashes in different layers: tokenizer padding/NER vs serve KV-cache tensor indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero-probabilities and Sam3PixelDecoder dummy-conv issues are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "FlexAttention compile failure on torch 2.9 is different from an import version-check bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization/tied-weights behavior is unrelated to GPTNeoX rotary_pct reloading." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch weight tying/saving, but they are different models and different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code issues: removed helper API vs local cache path collision." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate missing-export problems for different symbols, not one underlying import bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning and a generation failure after align_special_tokens are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code field-loss in AutoConfig is unrelated to OLMo-Hybrid being unrecognized." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash warning on local model load is different from leaf-name cache collision." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are separate issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test instability is not the same as Phi-4 multimodal model loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but they affect different models and code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention failures are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` failure have no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:32090|issue:35141", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "82d9af8912fd47b742e0f4a7e55932616bc2be36c9a41738a73bc10443bb91c6", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37014, + "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 a loose mix of unrelated Transformers issues, mostly model-specific regressions and docs/import bugs. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45020 is the broadest and most well-correlated report in the set (strong discussion/references), so it is the best representative if one must be chosen, but the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 has the clearest regression framing and the strongest external corroboration, making it the best overall issue candidate in an otherwise heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression vs embedding resize propagation in T5Gemma." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated areas: Qwen3-MoE sliding window behavior vs removed Sam3LiteText config mappings." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing backend dependency in extras; the other is a generic dependency complaint." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different subsystems: image processor label reduction vs text-classification docs wording." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model-type resolution issue vs PIL processor torchvision dependency regression." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: model loading fails in Qwen3VL MoE vs save_pretrained checkpoint contents for Qwen3.5." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling bug is unrelated to the tie_word_embeddings warning on Qwen models." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs model import/config failure; not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5/Qwen3VL, but loading failure and save_pretrained key serialization are distinct." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/loading-related, but one is unrecognized model type and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support regression vs an unreleased PEFT version bump; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss logic is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code model breakage are different failures." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import and broad import errors after upgrade may overlap in symptom space, but not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and different failures: default multimodal sub-config initialization vs missing pad_token_id." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures from different modules; not the same broken symbol." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup vs Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled attention failure on torch 2.9 is unrelated to TensorBoard/TensorFlow backend installation issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype loading bug in BLIP2 is unrelated to Qwen3.5 save_pretrained serialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities and CUDA OOM are different classes of problems." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they concern different models and different API mismatches." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading errors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and output embedding reinit after resize are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Pipeline processor bug and the low-signal \"ADD THE DATA\" issue are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer repository selection and Mistral regex patching are distinct tokenizer paths with different 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": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:44521|issue:45325", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44987|issue:45542", + "issue:44016|issue:44291", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:43450|issue:44617" + ], + "prepared_review_unit_hash": "26bf7f05aad9da3089d6aec0c7ab8d250c31b2d4d2a9ac79b1de1edcfb90b1a5", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly over-inclusive: it mixes tokenizer, processor/chat-template, model-loading, attention-kernel, and repo-maintenance regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44462 is the best representative because it is a core tokenizer-loading regression with broad impact and the most general symptom among the tokenizer-related reports, even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most reusable cluster representative: it names a widely affecting user-facing loading path and is closer to the common tokenizer/theme than the more model-specific or maintenance-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are v5 regressions, but one is a Python-version support issue and the other is a model-loading failure; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency complaint vs Python-version incompatibility; no shared concrete failure mode." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is rope index scaling for video/image positions." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash vs list_repo_files revision forwarding; unrelated subsystems." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; different models and code paths." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs dependency issue; no overlap in underlying bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup-ish, but one is auto_mappings references and the other is dummy_pt_objects leftovers; not one bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d placeholder issue vs Perceiver resolution/interpolation failure; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model offload loading failure; opposite directions and different failure points." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Gemma4 embeddings, but serialization of lm_head.weight and resize_token_embeddings propagation are distinct issues." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue vs chat_template crash on tool-call assistant messages; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files vs zero3 from_pretrained failure; different APIs and failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Save_pretrained file omission vs performance regression after upgrade; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-related, but one is model-specific FlashAttention support and the other is compiled flex_attention on newer torch." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; different affected paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute error vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenization are different concrete bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for pipeline args vs SigLIP2 incorrect outputs; different issue classes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs tf/tensorboard backend detection; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization regression vs placeholder issue; no shared underlying change." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for one repository vs TensorFlow backend import issue; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax issue vs init_empty_weights constructor-argument regression; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata bug vs ZeRO-3 from_pretrained loading failure; different paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching bug vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant-mask computation." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug vs CUDA OOM in Sam3Video; different symptoms and likely causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45584", + "issue:45593", + "issue:45701" + ], + "soft_pairs": [ + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:45081|issue:45362", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:43901|issue:45003", + "issue:45292|issue:45584", + "issue:36246|issue:43596", + "issue:45292|issue:45701" + ], + "prepared_review_unit_hash": "927c6d1d1dee11a29ab44ca42d6b06a7bb56da5a644bd5e1666773da9567c5a4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36155, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of unrelated import, config, tokenizer, and model-specific regression reports. None of the soft pairs look like true duplicates, so I would not merge any of them; the strongest single issue anchor is the Qwen2.5-VL import error because it is concrete and well-referenced.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43824 is the most concrete and heavily referenced import-regression report here, with a specific missing export and strong discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is detailed, reproducible, and already has multiple inbound references, making it the best representative issue in this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different models and different failures: chunked prefill cache vs CLIP hidden_states regression." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different underlying code paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Pad-token config bug is not the same as trust_remote_code returning incomplete config fields." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different symptom and likely different path: missing Float8 storage vs chat crash on Qwen3.5-35B." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch is unrelated to intermittent import slowness." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing export for AutoImageProcessor is unrelated to Python 3.9/3.10 support regression." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in loading_report and a wrong docstring are different classes of issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but the model families and concrete failure modes differ." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access error with position_ids is unrelated to gemma-4 Zero3 from_pretrained loading." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different auxiliary-loss bugs in different models; not the same code-path problem." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup and fbank extraction are different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention 2.0 unsupported error is not the same as a generic feature request." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages and modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated model families." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific symbol is unrelated to Python version compatibility." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "General version support problem is not the same as a specific multimodal model load failure." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache missing during generation and removal of is_torch_fx_available are different regressions." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing-loss omission and LwDetrImageLoss AMP crash are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error is unrelated to a broad post-upgrade throughput slowdown." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Tokenizer regex crash and Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one is a load failure and the other is silent field dropping in a different model/config path." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Import error for a Qwen component is unrelated to the deepspeed zero3/BertModel IndexError." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-embeddings behavior is not the same as version-dependent tokenization changes." + } + ] + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:45003|issue:45561", + "issue:44060|issue:44077", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43452|issue:45003", + "issue:44749|issue:45656", + "issue:43673|issue:43827" + ], + "prepared_review_unit_hash": "bd4cb50a564543be1158556033824fd7627deb1f36682508f6d6c68dc20f92e7", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37444, + "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 not a true duplicate set: the items span unrelated bugs in tokenizers, generation, Deepspeed, model configs, vision/audio processors, docs, and testing utilities. The soft matches are mostly broad keyword/subsystem overlap, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the similarity links are superficial and the issues describe different underlying failures, not one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best representative exists; picking any single issue would misrepresent the cluster\u2019s mixed topics and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils race vs a stale generation warning; different symptoms and code paths." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation state update bug vs ANSI formatting in loading reports; unrelated subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs unsafe sys.modules access; no shared underlying defect." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config loading error vs module import safety issue; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure vs tokenizer exception masking; different failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict parsing vs text_config unwrapping in from_config; related family, but not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d concern vs model-type mismatch warning; both SAM-related but distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug vs import slowness; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs DeepSpeed ZeRO3 deque error; both Deepspeed-adjacent but different problems." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward stale cache crash vs Gemma4 token-type defaults; different models and failure causes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision output attribute bug vs Qwen3OmniMoe video-input validation error; unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained bug vs optimizer step duplication; not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs ESM2 breakage; different models and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not propagating; both weight-related but not the same defect." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated runtime bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning in fine-tuning vs flash-attention generation issue; different behaviors." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Model-tie warning vs stale num_return_sequences warning; unrelated warnings." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer load bug vs Gemma4 multi-GPU OOM; completely different problems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing in v5 vs KV-cache continuation indexing crash; both generation-related but distinct bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error vs stale auto_mappings config reference; no shared root cause." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs xdist file race; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning vs PatchTSMixer post_init policy issue; no overlap in bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL shape mismatch vs tie-word-embeddings warning; different layers of the stack." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import vs protobuf decode-error masking; unrelated import/runtime issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs processor save_pretrained missing files; both serialization-related, but not the same artifact or failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; different tokenizer behaviors and models." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Chinese performance regression after upgrade; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 custom model init breakage vs specific ESM2 breakage; not the same code-path problem." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save files issue vs Deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading breakage vs unsafe sys.modules access; different failure points." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs optimizer step called twice; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs documentation still referencing removed pipeline(); one is runtime, the other docs." + } + ] + }, + "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": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "ecba3b62915bb19896f3d59210215568016fe4a83269388dd45b5309e55b4a5c", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and noisy, with one strong likely-duplicate pair: the two Qwen3ForCausalLM VRAM-leak reports (42673 and 43704). The rest appear to be separate bugs or changes across different model families, subsystems, and failure modes.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the strongest representative of the shared Qwen3ForCausalLM VRAM-leak report: it has the same title as issue:43704 and slightly more discussion activity, making it the likeliest home for this highly similar / likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue representative for this cluster because it is the clearest duplicate-linked item in an otherwise mixed set, and issue:43704 appears to be the matching follow-up report of the same VRAM-leak symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: data filtering slowdown vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model loading/saving, but they are different bugs with different models and failure modes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a specific Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but the concrete symptoms and code paths differ." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different areas: Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error vs a loading hang; unrelated failure modes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior/settings issue vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs with different attributes and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute bug vs trust_remote_code missing-fields config issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Import-related, but different symbols/modules and different root causes." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; unrelated subsystems." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Model output attribute bug vs registry/mapping failure; different defects." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Adjacent Qwen issues, but the reported bugs are not the same underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; this looks like the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different import/export problems with different missing symbols." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression vs FP8 save_pretrained failure; different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: MoE FP8 save-pretrained vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different model-loading/saving failures on different models and formats." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors involving different symbols." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend packaging mismatch vs leftover dummy classes leaking into dir(transformers); unrelated maintenance issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model bugs with different symptoms and trigger points." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and unrelated symptoms." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized-model/config issue vs pytest-xdist race condition; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model-loading failure vs DeepSpeed ZeRO3 deque error; different subsystems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder batch mismatch vs MoE load-balancing loss issue; different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "pytest-xdist race condition vs broken auto_mappings references; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch vs test-worker race condition; not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs bug vs janus image-generation test failure; different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior change vs add_special_tokens not adding BOS/EOS tokens." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization after resize; different model lifecycle problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is reasonable, but the main issue/canonical rationale is a bit too strong for the packet. The packet supports that 42673 and 43704 have the same title and that 42673 has more discussion activity, but it does not show a specific code path or explicit duplicate linkage, so phrases like \"specific code path\" and \"clear exact duplicate\" should be softened to something like \"highly similar / likely duplicate\". The soft-edge rejections themselves are conservative and look fine." + }, + "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": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45834" + ], + "soft_pairs": [ + "issue:43232|issue:44188", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:42898|issue:45812", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:43673|issue:44188", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "356bf1fca6aee668d3abfaf5e484abb7e57e82ea8907d564c3f4c66c05d14764", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38516, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading/import errors, training/deepspeed bugs, and unrelated utility issues. I did not find any soft edge that looks like the same underlying bug/change, so no pair is accepted.", + "confidence": 0.28, + "canonical_issue_reason": "issue:42898 is the broadest regression-style issue in the set and best matches the few tokenizer-related overlaps, but the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most general and reusable anchor for the small tokenizer-regression subset; the rest of the issues are too diverse to consolidate around it confidently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation/attention internals, but one is a cache/update sequencing issue and the other is a torch.compile branching divergence bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both mention save/from_pretrained-style workflows, but one is processor serialization and the other is a Qwen3.5 MoE loading error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime attention-kernel divergence bug; the other is only a docstring fix for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different failure paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "These are unrelated training/evaluation dtype drift versus a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a clean_up_tokenization_spaces behavior change and the other is Granite token ID generation." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serving is unrelated to an auto_docstring AttributeError under future annotations." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure and DeepSpeed Adafactor OOM are different training-time problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues in v5, but one is tokenizer loading and the other is add_special_tokens behavior for a specific model." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "ImageProcessor method absence and remote-code meta-init incompatibility are distinct multimodal loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and different codec/cleanup behaviors." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and missing _tp_plan for Qwen3.5 MoE are separate model-definition issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported symptoms and affected models differ enough that they are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy PT classes are unrelated repo-maintenance issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer access problem is unrelated to an optimizer step being called twice under DeepSpeed." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "The first is a tokenizer cleanup regression; the second is a Pegasus v4/v5 output difference with broader generation semantics." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Cache missing in v5 chunked prefill and compile-time attention branching divergence are different generation bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention import surface area, but one is a missing image_utils import and the other is dummy class leakage without torch." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing image_utils import are not the same failure mode." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are different serialization bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both involve None handling, but one is multimodal config defaults and the other is ModelOutput key assignment." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support regression is unrelated to a missing import from image_utils." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata and duplicate optimizer stepping are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are both save paths, but not the same code-path problem." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 and missing processor files are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor center-arg crash and auto_docstring future-annotations crash are separate code paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and unrelated missing symbols." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting after failed training and a custom trainer signature mismatch are different trainer issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting and model loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE serialization and max_shard_size default documentation/behavior are not the same problem." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-missing import error and MLflow reporting on training failure are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are distinct model/runtime bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation cache sequencing and Kosmos2.5 long OCR index errors do not share a concrete code path." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting in MLflow and embedding reinitialization after resize are unrelated training/model-init 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": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44263|issue:45092", + "issue:43873|issue:44945", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:22355|issue:28282", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44945|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357" + ], + "prepared_review_unit_hash": "76fde2c3cc7c5fb926369e60040feb6dd44c64cca07c62d22983c19db3ea61fc", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. None of the soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystem similarity at best. If forced to anchor the cluster, issue 44263 is the most connected node in the similarity graph, but it is not a strong semantic representative.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44263 is the most central node among the soft-similarity links, so it is the best structural anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44263 is the least-bad global representative because it has the most candidate links, but the cluster itself is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: GlmMoeDsaIndexer tensor-split behavior vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different code paths: quantization offloading vs pipeline-parallelism output correctness." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving, but one is a chat-completions request validation issue and the other is a processor attribute crash." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch vs RoPE implementation bug; not the same underlying defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read issue is different from missing files in processor.save_pretrained." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad indexer area, but one is a torch.split return-value issue and the other is a missing ReLU." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batching crash vs auto-docstring AttributeError from future annotations; unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption; different failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model regressions: meta initialization incompatibility vs incorrect visual-encoder keys on save." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Numerical precision issue from missing rms_norm_eps vs checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure vs eos_token_id configuration mismatch; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang vs zero probabilities in a vision-text model." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degeneration with flash_attention_3 is different from NaNs at checkout/init." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 from_pretrained error; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config issues: multimodal defaults vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer runtime bug vs a wrong docstring; not duplicate." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failure modes: FP8 accuracy vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx is a different dependency/import problem than missing PyTorch for AutoModel." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset_mapping bug vs missing BOS/EOS with add_special_tokens; different tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure vs broad import errors after version upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure; unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug vs an infinite-loop image case; different symptoms and paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs sentence-transformers import NameError; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache behavior vs wrong tokenizer decoder type; different defects." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warning/behavior issue vs GlmMoeDsaIndexer tensor logic bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding bug; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs D-FINE auxiliary-loss omission; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers vs MacOS bus error for a CLIP community model; different 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": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43756|issue:44060", + "issue:43122|issue:44514", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43232|issue:45245", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "8e326b09019096fd0b85fc84de6b8f4c1c1dbf0d4a0226f86e692246a72faa0d", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37532, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only at a broad subsystem level and should stay separate. The only plausible duplicate is the Qwen3.5 save/load regression pair (45216 vs 45478), where one report is the bad checkpoint and the other is the resulting from_pretrained failure.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45216 is the clearest root-style report: it names a concrete regression in save_pretrained since 5.4.0, which plausibly explains the paired load failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best triage anchor because it is specific, regression-tagged, and broader than the paired load error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: buffer/position_ids access error vs tokenizer_config.json class mismatch on save." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: cached_file kwarg forwarding in AutoProcessor vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-architecture complaints, but about different models and failures (RoPE layer dropping vs tied-weights warning)." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression vs multimodal chat-template padding crash; not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated: dequantized model saving failure vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, not the same concrete missing export as AutoImageProcessor." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config issue in MLA vs a docstring bug for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs auto_mappings referencing removed Sam3LiteText configs; different failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving regression vs invalid GenerationConfig error; different mechanisms." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is loading failure and the other is incorrect tokenization results for a specific model." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are AutoTokenizer load problems, but with different tokenizers and no evidence of the same root cause." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute crash." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different issues: tokenizer behavior change vs all-zero assistant masks for multimodal chat templates." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwarg bug vs category-limit runtime error; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation issue vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation bug for Qwen3.5 vs degenerate training under flash_attention_3; different concrete problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug vs tokenizer_class saved into tokenizer_config mismatch; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and failures: saving dequantized models vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 bounding-box error message vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE and v5-era issues, but one is a model-specific load bug and the other is FP8 save_pretrained." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer regression reports, but they describe different symptoms and model-specific behavior." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs multi-label classification example returns empty results; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models vs gguf_file breaking AutoTokenizer/AutoModel loading; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both are MoE-related, but not the same failure: Qwen3-VL-Moe issue vs FP8 save_pretrained bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer issues: wrong offset_mapping vs model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export gaps." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 save/load regression family on transformers>=5.4.0: one report says save_pretrained writes a bad checkpoint, the other says from_pretrained then fails to load it." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant_mask bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError vs PyTorch version gate in flex_attention; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving models, but dequantized-weights saving and FP8 MoE save_pretrained are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but Deepseek incorrect tokenization and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight during from_pretrained vs AutoProcessor kwargs forwarding; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet and the pair-level judgments are conservative. The single accepted edge, issue:45216 vs issue:45478, is plausibly the same Qwen3.5 save/load regression family and could be handled by one fix. The remaining pairs are rejected with appropriately cautious, title-based distinctions rather than overstated claims." + }, + "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": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45081", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43493|issue:45753", + "issue:42831|issue:44297", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:44625|issue:46002", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "090f33d026cc98cbf9a15120b9c8e687f16384f93935ecf85eea196668f899b8", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of distinct regressions and import/runtime bugs. I found no convincing duplicate pairs; the closest matches are only broad thematic overlaps (tokenizers, v5 regressions, model-specific loading issues), not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:33453 is the broadest tokenizer-regression report here and is the best representative anchor for the loose tokenizer-related subset; none of the soft pairs are strong enough to collapse the cluster further.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 has the clearest umbrella framing ('Regression in tokenizer loading') among the issue set, making it the best single issue to represent the cluster despite the lack of true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different failures: missing module import vs tokenizer adding a space after an added token." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong decoder type in v5 and the other is Deepseek output corruption; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix vs NaNs in classification heads are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46VImageProcessorFast are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both mention version checks, but one is a Python support break and the other is a PyTorch import/version guard bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are different model-specific regressions." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both involve multimodal models, but SigLIP2 discrepancy and a Qwen3_5 infinite loop are not the same defect." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args not used is a training/optimizer bug; trainer.evaluate() after train() is a separate lifecycle issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is wrong visual-encoder keys on save and the other is a from_pretrained error for MoE; not clearly one bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; too broad to be one duplicate." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script empty multi-label results is unrelated to a pipeline() error-message regression." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extract length helper behavior and a flex_attention import guard are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example behavior and SigLIP2 model discrepancy do not share the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidity and a stale warning for num_return_sequences are separate generation issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing layer_type_validation import and broad upgrade-time import errors overlap only loosely; not the same concrete issue." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache during chunked_prefill are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset_mapping are different tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and NaNs after checkout/init are different classification-head problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-output regressions, but they affect different models and different outputs; not a duplicate." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect outputs with pipeline parallelism are distinct training/inference bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Tied-weight serialization inconsistency and classification-head NaNs after checkout/init are not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum version bump and an AuxRequest import version check are unrelated dependency issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different video-processing failures." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and Mistral regex patch crashing on backend_tokenizer are separate tokenizer-loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports in different modules; only the general symptom matches, not the underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:44291|issue:45071", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "a29438eb82c214356c71b69da3df99db7db68bbb908362f1b761a6e11b3ed5a7", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37702, + "estimated_input_tokens": 9426, + "estimated_eval_tokens": 19108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches: the items span unrelated model-specific regressions, tokenizer bugs, dtype/precision issues, and packaging/import problems. No soft pair looks like the same concrete bug or change, so none should be merged as duplicates. A broad Transformers upgrade/import regression is the best issue anchor.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest and most central regression-style report in the set, covering multiple import failures after upgrading Transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone anchor because it describes a wide upgrade breakage pattern that could plausibly subsume nearby import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different bug shapes: missing qwen3next projections vs Qwen3.5 MoE from_pretrained load error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration is not the same as a broken Qwen3.5 save_pretrained checkpoint." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: shard-size configuration question vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths: init_empty_weights argument handling vs PreTrainedConfig type checking regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong offset mapping and the other is runtime post-processor updates; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: SAM3 tracker warning vs MobileLLM key error on load." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorFlow backend packaging issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error is unrelated to unrecognized model/config.json loading." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general API acceptance failure and the other is a Qwen3.5 streaming-specific bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow optional dependency packaging is unrelated to VitPose model breakage." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal loading failure is not the same as broad import errors after upgrading." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer SGD argument handling is not the same as deepspeed calling step twice." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning and MLA RMS norm epsilon precision bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and tokenization output changes are related in theme but not the same concrete defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compiler warning during bfloat16 compile is different from model components remaining float32 after loading." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Sharding-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch count method in GLM46V is unrelated to MLA layernorm epsilon precision issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are distinct model-loading problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as PreTrainedConfig type checking." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning in bf16 compile is unrelated to the SAM3 model-type warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to tokenizer errors being masked by protobuf import handling." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models and symptoms do not indicate the same bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in PretrainedConfig is unrelated to TensorFlow backend installation problems." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control API warning and FineGrainedFP8 accuracy issue are distinct precision topics." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak under multithreaded dataloaders is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The isolated reproduction reference does not show the same underlying bug as the VRAM leak report." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Shape mismatch when loading Qwen3-VL-30B is different from the Qwen3-VL-Moe bug report." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal for tie_embeddings is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "GLM46V image patch counting and GlmMoeDsaIndexer split outputs are unrelated model 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": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45859" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:44964|issue:45071", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:44964|issue:45341", + "issue:44261|issue:44485", + "issue:45341|issue:45859", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:42617|issue:45341", + "issue:43097|issue:43901", + "issue:45341|issue:45561", + "issue:43825|issue:44655", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "b319016211b2e9c9609e181037256bca8c10f7628023ce1b3de180be1978d35b", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issue reports (imports, loading, tokenizer/config warnings, model-specific bugs, pipeline behavior, offloading, etc.). None of the soft pairs appear to describe the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open issue in the set, so it is the best anchor for triage despite the cluster not being a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest activity/signals (discussion and inbound references) and is broad enough to serve as the representative issue for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different subsystems: SAM model-type mismatch vs tie_word_embeddings config warning for Qwen3.5." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading crash without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "One is a tokenizer mapping None-handling bug; the other is a model-specific load failure for physical-intelligence/fast." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and pipeline-parallel output corruption are separate problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and different code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state placement with FSDP2/PEFT is unrelated to Liger Kernel not applying under model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3-family configs, but one is a missing projection in a model layer and the other is a config field being dropped." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API warning and flash_attention sink-less crash are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument conflict is not the same bug as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different names and packages; no shared underlying defect is evident." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model-specific loading failure is unrelated to PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue and qwen3next missing projections are different model bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs through AutoProcessor.from_pretrained is a runtime bug; _process_kwargs_parameters crashing under future annotations is a separate docstring utility bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch loading Qwen3-VL-30B-A3B-Instruct is not the same as missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight are different from-pretrained failures." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading error and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision mismatch is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision import crash and tokenizer mapping None-handling are distinct failure points." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed API warning and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not share the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading without torchvision is unrelated to chat template crashes with tool-call assistant messages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both affect processor loading, but the missing torchvision dependency and the mistral_common ReasoningEffort import error are different root causes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing utility bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Config API removal warning and outdated pipeline docs are different issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is unrelated to pytest-xdist races on captured_info.txt." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and saving Pipeline objects are different behaviors." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load and save_pretrained shard-size defaults are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug and flash_attention crash on s_aux=None do not share a code path." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/compiler issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch bfloat16 warning is unrelated to a compile-time SDPA model failure." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure and gradient checkpointing in eval mode are separate problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning for bfloat16 compilation is unrelated to a tie_word_embeddings config warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43611|issue:44655", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "2a42b4cc3614957fd7fab0d8bd72ade4bd36b5d6c0ceaadb23da1f7ace222c50", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers v5 regressions, import errors, and model-specific load/save bugs. One small CLIP-output regression pair looks mergeable; the rest are too semantically different to dedupe confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43611 is the broadest representative: a general Transformers 5.0 model-loading regression, closer to the cluster\u2019s recurring save/load breakages than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest single issue to keep as the cluster representative because it is the most generic and likely to attract related v5 loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: dequantized model saving failure vs an infinite-loop inference bug on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model serialization and the other is Pipeline.save_pretrained; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat-related APIs, but one is /v1/chat/completions request validation and the other is batched apply_chat_template padding behavior." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "One is FP8 save_pretrained for MoE, the other is Qwen3.5 MoE from_pretrained loading; related family, but not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning vs PyTorch precision warning while compiling; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both mention compile/attention-related execution, but one is a float32 warning and the other is a hard flex_attention failure on newer torch." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages/modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad model family, but one is a v5 breakage and the other is an fp8 inference feature/support request." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed symbol vs local_files_only still triggering network requests; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat/template layers: API request acceptance vs tokenized assistant message handling with tool calls." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 output regressions in the same forward path: optional outputs are no longer populated (attentions/hidden_states)." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP optimizer-state bug vs GPT2 attention-scaling ignored under SDPA/FlashAttention; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat completions request validation vs Qwen2.5-VL video position-id correctness; different failures." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is a specific Qwen3VL-Moe regression and the other is a generic sorted-state_dict load error." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config attribute error vs SAM3 video encoder missing field; unrelated model-specific defects." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but one is quantized-model checkpointing and the other is Pipeline.save_pretrained serialization." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model checkpoints, but one is a load failure from sorted state_dict and the other is a bad save_pretrained checkpoint for Qwen3.5." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different removed imports from different modules; same symptom, not the same underlying change." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are v5 tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is decoder type selection." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Both are save/load-adjacent, but one is base_model_prefix model loading and the other is Pipeline persistence." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion; same keyword, different model bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config attributes in different models: Gemma3 vocab_size vs Llama4 pad_token_id." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Both are v5 regressions, but one is CLIP output fields and the other is Qwen3.5 checkpoint saving; different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "The torch.split indexer bug and DeepseekV3MoE divergence are unrelated model internals." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same bug as an infinite-loop report on a specific image." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute error vs MoE load-balancing loss omission; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3 config attribute error vs GLM-4V loading failure; different models and failure modes." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage vs Qwen3_5 infinite-loop inference bug; not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support gating vs Python version incompatibility in Transformers 5.1.0; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different models and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted CLIP pair (43618/43761) is a plausible same-regression match, and the other rejections are appropriately cautious given the distinct model paths and failure modes. The choice of 43611 as a broad cluster representative is reasonable from 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": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43352|issue:45478", + "issue:43618|issue:44380", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:42490|issue:44075", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:44077|issue:44380", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:43901|issue:44938", + "issue:44655|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "5cc697aa806644476a36682402049cdf769a3ce60ae5c51310963de52810e9e6", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "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 loose collection of import/load regressions and model-specific failures; none of the soft-similarity pairs look like the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42548 is the broadest, most user-facing import regression in the set ('cannot import name PreTrainedModel'), so it best represents the cluster's import/load failure theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42548 is the best representative issue because it is generic, high-impact, and not tied to a single model or test case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441 \u2014 Ministral-3 FlashAttention crash", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Different models and different failures: model-specific FlashAttention incompatibility vs attention scaling config being ignored." + }, + { + "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Both touch attention backends, but one is an unsupported-model error and the other is a config-path bug." + }, + { + "left": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "right": "issue:45479 \u2014 single_label_classification num_labels=1 zero loss", + "accept": false, + "reason": "Unrelated subsystems: attention backend behavior vs sequence-classification loss computation." + }, + { + "left": "issue:44355 \u2014 Errors occur when running compiled Python files", + "right": "issue:44855 \u2014 DebertaV2Model import fails on Python 3.13 due to torch.jit.script parsing", + "accept": false, + "reason": "Both are import/runtime errors, but one is compiled-file handling and the other is a Python 3.13 TorchScript parsing issue." + }, + { + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:45375 \u2014 Qwen3_5MoeVisionConfig missing deepstack_visual_indexes", + "accept": false, + "reason": "One is state_dict ordering during loading; the other is a missing config field being dropped." + }, + { + "left": "issue:41669 \u2014 Remove import * usage from models", + "right": "issue:44246 \u2014 import transformers takes long sometimes", + "accept": false, + "reason": "Code-style/import-surface cleanup versus import-time performance regression; not the same bug." + }, + { + "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error on transformers>=5.4.0", + "accept": false, + "reason": "Different model families and different failure modes; unsupported FlashAttention is not the same as a from_pretrained regression." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Both mention attention, but one is an output-field regression and the other is backend-specific scaling behavior." + }, + { + "left": "issue:36683 \u2014 Gemma3Config missing vocab_size", + "right": "issue:44117 \u2014 TOKENIZER_MAPPING_NAMES sometimes returns None", + "accept": false, + "reason": "Config attribute missing vs tokenizer mapping lookup returning None; different layers of the loading stack." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt", + "accept": false, + "reason": "Both are test instability, but one is nondeterminism in a model test and the other is an xdist file-race in testing utils." + }, + { + "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", + "right": "issue:44492 \u2014 Typo in Cache strategies", + "accept": false, + "reason": "Training-state corruption versus a documentation/wording issue; no shared code-path bug." + }, + { + "left": "issue:43097 \u2014 tie_embeddings_and_encoder_decoder removed without indication", + "right": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "accept": false, + "reason": "API removal behavior and attention-backend support are unrelated." + }, + { + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:45357 \u2014 Qwen3.5 save_pretrained writes incorrect visual encoder keys", + "accept": false, + "reason": "One is load-time ordering, the other is save-time key serialization; opposite directions and different mechanics." + }, + { + "left": "issue:43976 \u2014 Transformers 5.1.0 does not work with Python3.9+ but Python3.10+", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "accept": false, + "reason": "Both are version-related import problems, but they target different Python releases and likely different breakages." + }, + { + "left": "issue:43992 \u2014 UMT5Encoder.from_pretrained misses embed_tokens.weight", + "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error", + "accept": false, + "reason": "Different model architectures and different missing/loading semantics; too broad to be the same bug." + }, + { + "left": "issue:42490 \u2014 import warning when loading a local model from a path ending with slash", + "right": "issue:44075 \u2014 Optimizer SGD args are not used", + "accept": false, + "reason": "Local path handling during model loading is unrelated to optimizer argument handling." + }, + { + "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", + "right": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", + "accept": false, + "reason": "Training optimizer-state corruption and pipeline serialization are different code paths." + }, + { + "left": "issue:36296 \u2014 tensor parallel training bug", + "right": "issue:43575 \u2014 Load Qwen2-57B-A14B-Instruct with tp lead to OOM", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a general training bug and the other is an out-of-memory load issue." + }, + { + "left": "issue:28282 \u2014 AutoModel requires PyTorch library but it was not found", + "right": "issue:33453 \u2014 Regression in tokenizer loading", + "accept": false, + "reason": "Different layers: backend dependency detection vs tokenizer-loading regression." + }, + { + "left": "issue:44360 \u2014 The DSA indexer lacks a ReLU", + "right": "issue:45440 \u2014 Native DeepseekV3MoE diverges from remote implementation", + "accept": false, + "reason": "Both are model/implementation discussions, but one is an activation detail and the other is a broader model parity issue." + }, + { + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:44484 \u2014 Why max_shard_size in save_pretrained() is 50GB?", + "accept": false, + "reason": "State-dict loading bug versus a save_pretrained shard-size question; not the same issue." + }, + { + "left": "issue:44077 \u2014 patchtsmixer optional post_init should no longer be allowed", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Model config validation versus attention backend behavior." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44857 \u2014 LwDetrImageLoss crashes with float16 AMP and Cuda", + "accept": false, + "reason": "Output dataclass regression versus AMP/CUDA numerical crash; different paths." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", + "accept": false, + "reason": "Attention-output field issue and generation behavior under FlashAttention are not the same bug." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:45588 \u2014 flash_attention.py crashes on s_aux=None for sink-less models", + "accept": false, + "reason": "Both are attention-related, but one is missing output assignment and the other is a null-handling crash in a specific integration." + }, + { + "left": "issue:43901 \u2014 TextClassificationPipeline docs mention return_all_scores", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "accept": false, + "reason": "Documentation mismatch versus import/load failure on a specific Python version." + }, + { + "left": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "accept": false, + "reason": "Pipeline serialization and Python-version import failure are unrelated." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:44964 \u2014 Cannot load Phi-4 multimodal model with latest transformers", + "accept": false, + "reason": "A flaky integration test is not the same as a model-loading regression." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:44112 \u2014 Stale device override test in GraniteSpeech fails on CI", + "accept": false, + "reason": "Both are CI/test issues, but one is seed nondeterminism and the other is a stale device-override assertion." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs", + "accept": false, + "reason": "Test flakiness versus broken auto-mapping references; different root causes." + }, + { + "left": "issue:43502 \u2014 API requests are made despite local_files_only=True", + "right": "issue:44062 \u2014 AddedToken got multiple values for keyword argument special", + "accept": false, + "reason": "Network/local-files-only behavior is unrelated to tokenizer AddedToken construction." + }, + { + "left": "issue:44222 \u2014 FP8 save_pretrained moe", + "right": "issue:45125 \u2014 Qwen3_5MoeForConditionalGeneration missing _tp_plan", + "accept": false, + "reason": "Serialization in FP8 versus missing tensor-parallel plan; different features and failure modes." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45341 \u2014 A little bug in testing_utils.py", + "accept": false, + "reason": "Both touch tests, but one is a flaky model test and the other is an unspecified utility bug." + }, + { + "left": "issue:42548 \u2014 cannot import name PreTrainedModel from transformers", + "right": "issue:44351 \u2014 cannot import name HybridCache from transformers", + "accept": false, + "reason": "Both are missing-symbol import errors, but they affect different public symbols and likely different export 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": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:42831|issue:43874", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "c6ef24022ec453f56d26135238aacb98addf3c5b2502583ee5011329ea670304", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38246, + "estimated_input_tokens": 9562, + "estimated_eval_tokens": 19380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a heterogeneous set of Transformers-related bug reports, with many loading/import/runtime regressions and a few documentation or feature-specific issues. None of the soft pairs look like true duplicates; they share broad themes but not the same concrete bug or code path.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it describes a broad, concrete post-upgrade import/load regression and is more representative of the recurring v4->v5 breakage theme than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global representative because it is explicit, user-facing, and broad enough to capture the common failure mode seen across the cluster without being overly vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different failure domains: offline/local file fetching vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One is about compiled Python file execution errors; the other is a slowdown after upgrading versions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading error." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Unrelated: sentence-transformers loading hang vs documentation confusion for model.forward arguments." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different missing config fields and different code paths in Qwen3.5 MoE / vision config." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory regression is not the same bug as checkpoint reload failures after upgrading." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration is unrelated to import errors after a version upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but tokenizer loading and checkpoint reload failures are distinct problems." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue is unrelated to a missing image-processor method causing AttributeError." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline API requests bug is not the same as FP8 save_pretrained support." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No_grad decoration for cache updates is unrelated to a config warning about tie_word_embeddings." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Too broad to be the same bug; one is a specific cache mutation issue, the other a generic complaint about many model breakages." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only behavior has nothing to do with the unrelated 'racoon' issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and a missing ReLU in DSA indexer are different subsystems and bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving Pipeline objects are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to the trivial 'racoon' issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Save_pretrained for FP8 MoE and FP8 inference support are different features and code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve model loading regressions, but they target different models and failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub import and a broken env CLI command are related only by version context, not by the same code path." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache no_grad behavior is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command is not the same as PretrainedConfig typing issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env failure and Qwen2.5-VL import error are distinct issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap: a placeholder issue versus a Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different broken exports." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics are unrelated to Python-version compatibility failures." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: missing configuration_utils export vs broken env command." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI env breakage is not the same as Python 3.14 load failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue do not match." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training behavior and pipeline documentation for return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and executing compiled Python files are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is unrelated to the DSA ReLU bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as the vague placeholder bug report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "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:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:45362|issue:45850", + "issue:43572|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44492", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "754f4b426e4921eda95efce87fa3693e0eecbe03517f4089a03e70c1005c1d31", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38711, + "estimated_input_tokens": 9678, + "estimated_eval_tokens": 19612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, import/load-path breakages, and unrelated model-specific bugs. The broadest umbrella issue is the generic \"Since 5.0 version it breaks too many models\" report; no pull requests are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the overall theme of v5 regressions breaking multiple models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most cluster-representative issue because it summarizes the common v5 breakage pattern across otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime complaints, but one is lazy loading and the other is a TensorFlow backend error from tensorboard installation; different bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but one reports lazy loading failing and the other unsafe sys.modules access causing import slowdown; not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL image behavior, but one is 2D bbox hallucination/output error and the other is an infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a transformers 5.0 Qwen3-VL-Moe bug and the other is missing tensor-parallel plan support; not the same code-path problem." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL generation/output issue versus a PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakage reports, but one is the env command and the other is checkpoint reload compatibility; too broad to be the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from removing import * is not the same as GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, while 45850 is a generic meta report about many models breaking." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids and a nonspecific \"racoon\" issue are clearly unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 compatibility, but one is general checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5-35B chat crash is model-specific and not the same underlying problem as the broad v5-breakage umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a concrete config regression, not the same as the generic many-models-breaking report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed flakiness and scheduler keyword handling are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both involve kwargs being lost, but in different APIs and code paths; not one fixable bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading malfunction are related broadly, but they are not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel not being applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH is a different model/backend issue than Qwen3-VL hallucination/output problems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and scheduler kwarg handling are different subsystems and bugs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import slowdown from model import * is not the same as failing to import HybridCache." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing and a typo in cache strategies are not the same defect." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression complaints, but one is about import errors after upgrade and the other is a generic meta complaint; not the same underlying bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing get_number_of_image_patches in a GLM46V processor is a specific model bug, not the broad umbrella." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination and Qwen3.5-Moe from_pretrained errors are different model/path failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and tied-weight-key attribute handling are unrelated." + }, + { + "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:44492", + "accept": false, + "reason": "Import * slowdown and a cache-strategy typo do not describe the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion about input_ids/past_key_values is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Model import performance regression and scheduler kwarg propagation are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are separate training/backend problems." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command breakage and lazy loading malfunction are both v5 regressions but not the same code-path failure." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and tied-weight-key crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a Qwen3.5-Moe from_pretrained error are not the same underlying issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code and the broad v5 breakage umbrella are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45468" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "64d68b6242075b3d9272484a87342d99d6acf41d85dc693072a34f6e97a5c6ff", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 33, + "item_count": 33, + "soft_pair_count": 32, + "serialized_chars": 28206, + "estimated_input_tokens": 7052, + "estimated_eval_tokens": 14360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous. A few soft links point to model-loading / tokenizer / processor regressions, but the paired issues do not describe the same underlying bugs, so none of the soft edges should be merged as duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "issue:31515 is the best representative of the small loading-regression subgroup: it is a concrete from_pretrained / checkpoint-loading report and is softly linked to several other loading-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Even though the overall cluster is too mixed for a true duplicate canonical, issue:31515 is the most plausible issue anchor because it sits closest to the repeated model-loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated areas: processor timestamp logic vs scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in model.forward is not the same as a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs wording issue vs ImportError from flash-attention utilities; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is a different defect from RoPE implementation." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug is distinct from timestamp calculation in a processor." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings are unrelated to VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor save_pretrained missing files and timestamp math are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp calculation is not the same as a multi-thread VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different failure mode than Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio rel-pos encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is a behavior change across v4/v5 and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as _get_tied_weight_keys crashing." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak bug is unrelated to the unemployment issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-* cleanup/performance issue is unrelated to the unemployment issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type bug is unrelated to the unemployment issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Both mention loading/import problems, but checkpoint loading slowness is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to the unemployment issue." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting and slow checkpoint loading are unrelated bugs." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward docs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are different problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but slow checkpoint loading and tokenizer-loading regression are not the same concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 support are separate feature gaps." + } + ] + }, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "707fb8a2de3e163d5a4729ecda422b6b46b9f7448a5d4a51ea6a6d8fa455d797", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of each other. Two are clearly unrelated to the third: one is about TAPAS tokenization behavior, and one is about a bad auth/download error message for private models. The 'bert-base-uncased' load failure is the only broadly model-loading-related report, but it still does not match the other two concrete bugs.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, #16618 is the broadest user-facing model-loading failure; #13244 is a TAPAS tokenization mismatch and #15980 is an unauthenticated private-model download error, so they are not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and central of the three, but only as a loose umbrella for model-loading complaints\u2014not as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problem: TAPAS tokenization discrepancies vs. a generic model load failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Different failure mode: private-model download/auth error message vs. inability to load a public model." + } + ] + }, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "0df685d704b3424c12d1b9a5b507168531af46c0ff0fa30416b6f07dd3420edf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a generic template/category, but not the same underlying bug or change request.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical representative of the other; they track different architecture-support efforts and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different requested capabilities and likely different code paths; same broad 'more architectures' framing is too generic to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "50777b1cfdd8cce0e2a739f61ac8e222280d5a26e16dcd7590e574726e86d056", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: two real language-specific translation requests (Turkish and Spanish) and three near-identical generic i18n template issues. The only true duplicates are the three placeholder issues; the language-specific ones should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43834 is the earliest clean representative of the near-identical generic template issues, but it only canonically represents that duplicate subgroup, not the Turkish/Spanish requests.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best single representative because it matches the three near-identical placeholder issues most closely and is the oldest of that set; the Turkish and Spanish issues are distinct requests, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic placeholder translation issue; different concrete request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs generic placeholder translation issue; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish docs translation request does not duplicate the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Specific Spanish translation request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Specific Spanish request does not match the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Specific Spanish request does not match the generic placeholder issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic i18n template issue with effectively identical title/body structure." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic placeholder issues; same underlying request template." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic placeholder issues; same underlying request template." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 43834/44365/44370 are clearly near-identical placeholder issues by title/body similarity, and 27088 vs 28936 are distinct language-specific requests. The soft-edge verdicts are conservative, and the choice of 43834 as the oldest representative of the placeholder subgroup is supported by the timestamps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-36817-15", + "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" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "6b69f0ae6f37529145f62f4f08ef25db98fb9657cecb0755ef3620c6a89c7643", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of model-request issues, but they target different model families and even different modalities (vision, OCR, text, TTS, ASR, audio). I do not see true duplicates among them; they are thematically similar, not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41115 is the broadest and most representative model-request entry in the set, with active discussion and inbound references. It works best as a cluster anchor, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "41115 is the most general issue to use as a placeholder representative for this cluster, since the rest are distinct model additions rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models and different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision support and LFM2.5 Audio support are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request are different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models with different support work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not one bug." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model families." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated concrete changes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only broadly, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and should not be merged as duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different model families." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are different concrete changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model-specific support work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + } + ] + }, + "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-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "d4ae64bd6e14deed4f6fa0aca7fbdc5d9ebd2300b08cf030c1523e9b172b313f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7186, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7186, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly unrelated, one-off bug reports spanning different models and components. The soft similarity links look superficial, so none of the proposed pairs should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "#43668 is the cleanest narrow, self-contained issue in the set, but the cluster is not a true duplicate cluster; it is only a weak representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43668 is the best single representative because it is concise and well-scoped, but it does not meaningfully subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and bug types: Llama4TextL2Norm semantics vs ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss kwargs plumbing are distinct training-path bugs." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and code paths: Mask2Former vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation loss ignore_value bug is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated subsystems: Mask2Former loss handling vs quantization attribute typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bugs: Mask2Former loss behavior vs ModernBERT config typing." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to a config type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction in ModernBERTConfig is unrelated to the quantization typo." + } + ] + }, + "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": "09cf24a538b7243ed37d8160e4ea5ddc7fc2e9d86e70e3a45e249ac6ade89339", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: block decoding vs. DeepSeek v3.2 support. There is no duplicate relationship here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and available evidence describe distinct features/problems with no shared targets or references.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen as a representative issue, #43037 is more specific and actionable, but it does not cover #41084 and should not be treated as its duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying subjects; no evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "fc81e58897229290c95ddd7d2c3208bbf858044900cbba4ecbbdeb27a55dc5d8", + "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 both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` and input-column handling, the other is about estimating FLOPS for custom trainers. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the topics are related to Trainer customizability, but the concrete bugs/features are different.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better anchor because it states a specific Trainer customization problem and is more actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but the underlying issues are different code paths: unused-column removal vs FLOPS estimation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "8b76cf48e1afdff39c5fccae5ac6bd7df8ef87fa5343b766fbe566ccd33f0267", + "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 are related Qwen model feature requests, but they target different model families and different auto-model capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and better represents the cluster topic because it concerns missing AutoModel registration for Qwen3-Omni, whereas #44405 is a separate class-specific support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better issue to keep as the representative because it is the more general registry gap and has the clearest umbrella scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying features: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "19e9d8053436a35da1cf893cfa8b421eacb64e9adb153dd26c05d8b61b6bfe83", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface\" are very likely duplicates of the same report; the \"Fett\" issue looks unrelated. I\u2019d keep the earliest huggingface issue as canonical.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface\" issues and is the best canonical anchor for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best representative issue because it matches the other duplicate-sounding \"huggingface\" reports and was opened first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" is not sufficiently connected to the repeated \"huggingface\" reports to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No clear indication that this issue matches the repeated \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very similar metadata, and close creation time strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same generic title and highly similar issue shape make this look like the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "These are near-identical \"huggingface\" issues and appear to be duplicate submissions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identically titled \u201chuggingface\u201d issues, and treating 43835 (\u201cFett\u201d) as separate is conservative given the title mismatch and lack of stronger evidence. The pairwise judgments among 43845/43846/43859 also stay within the evidence available (same title plus soft similarity), without overclaiming certainty." + }, + "evaluator_used": true, + "retried": false, + "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": "bd720dc9b91eb9a909e7028bef90f2cbb8952d5110bac9e124757736227a6f2b", + "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": "The cluster is dominated by spam-like issues with generic or promotional titles. Only issue #44418 looks even remotely like a legitimate report, but it is still vague and undocumented. No pair looks like the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "#44418 is the only non-spam, plausibly legitimate issue title; the others are clearly spam or promotional noise.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the best available issue for triage because it appears to be a real documentation request, while the rest are not actionable issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like '' issues with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like '' issues with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like; the other is a generic documentation suggestion. They are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus promotional title; no shared actionable problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but the titles are not enough to show they are the same specific issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus promotional title; not the same concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus promotional title; not the same concrete problem." + } + ] + }, + "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": "b24c29dfe85e5ee05f4f9fa211c9356fc3960253666392f35f1d0ae0f5c74df4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be duplicates of the same Energy/N6 Arithmetic proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, making it the best single place to consolidate discussion for this duplicated issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Both issues describe the same \"[Energy] N6 Arithmetic: 50-70% AI Training/Inference Energy Reduction \u2014 17 Techniques with Code\" topic, so #45145 is the better representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar body content; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues have identical titles, the pair is marked by soft similarity, and #45145 is earlier with an inbound reference. The summary and soft-edge acceptance stay appropriately conservative, so this is acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "c3e8d90019ea7259f8f28d8cf4bfca8ae2aaaed9776f5a683be7d7ad6fcf0431", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference issues, but they point to different bugs: one is a Gemma4 audio-module `torch.finfo()` dtype failure on uint8 weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the stronger representative for triage because it describes a clearer, config-level regression with a more general repro path and more discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying failures and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module masking behavior. Similar 4-bit context only, 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": 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": "eba167828cc66dd0ec803fdb550a239497330813816a21f589aa5a5cc68f81c1", + "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 issues are unrelated personal-name/date entries and do not describe the same underlying bug or request, so this cluster should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birthdates with no shared problem statement, code path, or explicit linkage; they are not the same 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": "e4e2d75fe3f38f542c41a60e6aa1ef7a4e05faf4db898ef83ffd26dd1df4be65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated personal-name/date entries and do not look like duplicate reports of the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue: both items are unrelated and equally unsupported, so neither should be treated as the duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in structure (a name plus date); the titles refer to different people and contain no shared bug, feature, or code-path context." + } + ] + }, + "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": "743d1b191b0f5e07c3c0c72833a223ad90a1e19894e6d4432c423eab3db3a5c8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 appears to be a separate dataset-oriented topic with only soft similarity to the others.", + "confidence": 0.91, + "canonical_issue_reason": "45872 is a reasonable canonical choice because it has an exact duplicate in 45873 and is part of the more specific DataForge request pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is a reasonable best representative for the duplicate set because it anchors an exact duplicate pair and has the more specific DataForge-oriented framing, while 45869 is a separate dataset-focused topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent content; this is an exact duplicate issue pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent content; this is an exact duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair judgments are mostly grounded, but the writeup overstates evidence in a few places. In particular, calling issue 45869 \"unrelated\" is stronger than the packet supports; the safer wording is that it is a separate dataset-oriented topic with only soft similarity to the others. Likewise, the claim that 45872 is the \"best representative\" because it is more substantive is somewhat subjective given the limited metadata. The exact-duplicate calls for 45870/45871 and 45872/45873 look fine, but the summary should stay more conservative overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 25, + "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-39895-12", + "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" + ], + "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:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1b7ae2a4e24f6125dc152e1ec1246a078acdf946cfdff32d6cf33810662c168b", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32878, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32878, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only plausible duplicate pair is the two `fixed_cross_entropy` patches, which both address the same loss-function kwargs forwarding bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the only true duplicate pair: it directly fixes the `fixed_cross_entropy` forwarding bug tied to issue 43240 and has the most explicit intent.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative because it is the most focused and explicit fix for the concrete `cross_entropy` kwargs bug; the rest of the cluster is too heterogeneous to serve as one canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: VideoPrism model/docs vs an Executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different artifacts and goals: Mistral tokenizer methods vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer utility fix and Executorch export test are not the same underlying change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are separate from a brand-new model implementation." + }, + { + "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": "`fixed_cross_entropy` kwargs forwarding and Mistral4 test fixes address different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test and Mistral4 model/test changes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model files and config-resolution order fix do not share the same bug or change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition and Falcon output-interface refactor are distinct changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 fixes target different models and behaviors." + }, + { + "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:45170", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to the `layrnorm` rename cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and `cls.config` resolution ordering are different issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different concrete changes; only broad Transformers similarity." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "The shared `modeling_auto.py` filename is incidental; the PRs are about unrelated model work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model addition PR and a model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `fixed_cross_entropy` in the same file to forward supported kwargs to `nn.functional.cross_entropy`; they are alternative implementations of the same bug fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it stays conservative about the mostly unrelated cluster and identifies the only clearly mergeable duplicate pair as the two `fixed_cross_entropy` patches in `loss_utils.py` tied to issue 43240. The soft-edge verdicts are appropriately negative except for that one pair, which is a defensible same-bugfix merge candidate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "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": "d4d59cc8b03cc6c61d04ebfa15c824f18a9f066e7b69b49d964adbf6bb63c68b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target VibeVoice, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a realtime variant plus an acoustic tokenizer and related generation/feature-extraction updates. They overlap heavily in model scaffolding, but the concrete scope differs enough that they should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the more canonical base implementation PR: it is earlier, more developed, and covers the core VibeVoice integration that the later PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative of the cluster because it establishes the primary VibeVoice support, has substantially more review activity, and is less of a derivative extension than #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 adds core VibeVoice support, while #42781 adds realtime support and an acoustic tokenizer. The overlap is broad subsystem/shared files, not a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 25, + "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": "0a7b102f7dc83e8357b0e964bccf312ab2e7b856092466b993b1cef69d76904b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one adds covariate-based forecasting to TimesFM, the other adds DINOv3 image classification support. They do not look like the same underlying change or bug.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different model families, codepaths, and user-facing features, so they are not duplicates or merge candidates for a single PR.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR representative for a duplicate cluster; these PRs are unrelated feature additions in separate subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and objectives: TimesFM covariate forecasting versus DINOv3 image classification. The filenames, diffs, and descriptions show separate codepaths and no shared underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 25, + "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": 25, + "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": "19389792d6cc4d0bae4a1dab751a93909f3466d2bcf662f7f68b7a3744e68858", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition pull requests, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6 each introduce distinct model packages, docs, auto-mapping updates, and tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduping: all three PRs add different models and touch different implementation code paths, so they should stay separate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the strongest representative of the cluster because it has the most review activity and a broad, self-contained model-integration change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are model additions, but they target different models (DeepSeek OCR vs Isaac) with different files and behavior; not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are distinct model integrations with different code paths and support files; shared framework plumbing is too generic to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 25, + "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": "f45e5adfbca1cffaf7f1e205aeb437a19fa8ae3e0388e6b096f844e8bbeebba2", + "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": "Two open PRs both update GitHub Actions, but they target different action families and different reasons: one is a broad Node 24 compatibility refresh for workflow actions, the other is a separate bump of docker/build-push-action to v6. They are related maintenance, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical representative because its title and diff show a broader, explicit Node 24 compatibility sweep across many workflow actions, which is a more specific and central change than the narrower Docker action version bumps in #42976.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative for the cluster because it has the clearest, most explicit maintenance goal and touches a wider set of workflow actions; #42976 is a separate dependency upgrade and not a mergeable duplicate of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: both are workflow-action upgrades, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 updates docker/build-push-action to v6. Different actions, different code paths, and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 25, + "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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "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:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "50dc559d6ab440e296b2b5938152a9437ae2432cf4abb26c0784493696c8d6e5", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23519, + "estimated_input_tokens": 5880, + "estimated_eval_tokens": 12016 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23519, + "estimated_input_tokens": 5880, + "estimated_eval_tokens": 12016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of model-addition PRs plus one distributed pipeline-parallel feature. The overlap is mostly boilerplate registration/docs files, so none of the soft edges look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these items are not the same underlying change, but separate model integrations and one distributed-loading feature with only incidental shared files.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplicate consolidation; none of these PRs is a plausible merge target for the others beyond shared framework boilerplate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not a shared bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model integrations (ViT NEPA vs Molmo2); only generic registration files overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated additions: a vision model vs CTSM time-series model; no shared code-path problem." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming but are distinct model families with separate code and docs; not the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model domains; overlap is only framework registration boilerplate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions; no concrete duplicate change." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio is an audio model integration, while PP-OCRv6 support is an OCR/computer-vision model bundle; not the same underlying change." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel core loading support is a distributed runtime feature, not a model-support PR; cannot be merged as the same change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are separate model families; shared docs/auto files are generic integration scaffolding." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "caf4a70db2f3be1022656794dcb66062beb8c8520ae157a8af91622b73451a90", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are not true duplicates: one is a Whisper tokenizer/test fix, one is unrelated test churn in CLIP/ViT, and one is a dequantization/fp8 loader change. They share only superficial similarity in being small-ish maintenance PRs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must be chosen, #44815 is the most substantive standalone fix; however, it is not a duplicate of the Whisper or test-only PRs.", + "best_issue_reason": null, + "best_pr_reason": "#44815 is the strongest PR overall because it contains concrete code-path changes across model loading and FP8 quantization, unlike #43665's test-only edits and #43291's Whisper-specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different areas and different change types: Whisper tokenizer logic vs. CLIP/ViT test assertions. Not the same bug or mergeable into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/timestamp behavior is unrelated to FP8 dequantization and model-loading changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits do not match the concrete dequantization/code-path fix in #44815." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "dfa17ebb0715c3e238c67bea0243eeb289c18fa6559bef0ba08c2baa3a9e3877", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: they overlap only on a Vit test file, but one is a setup/version/dependency change and the other is a CI/workflow/testing-utils change. The shared filename looks incidental rather than the same underlying fix.", + "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:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different concrete changes and code paths: 43488 updates setup/versioning and adds pytest-random-order, while 43532 rewires CI workflows and testing utilities. Sharing tests/models/vit/test_modeling_vit.py is not enough to treat them as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 25, + "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": "d1ed4c4d30052783a10731be48de8086dc35dd526feff1a95790f88d6417fef7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation and the other Promptable Visual Segmentation. The overlap is mostly shared pipeline/docs registry glue, not the same underlying change, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests implement different segmentation pipelines with different model/test surfaces.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if a single representative were needed, 43613 is slightly broader, but it should not subsume 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: concept segmentation vs visual segmentation. Shared docs/registry code is incidental and they would not plausibly merge into one PR without conflating separate pipelines." + } + ] + }, + "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": 25, + "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": "c4bac7dfd5c0089c0dd29d0c21fa0807bb16c7d3bfed3102a742223df0d3271a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different customization hooks in `Trainer`: one changes gradient-accumulation loss scaling, the other adds a signature-column override for data filtering. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43663` is the broader Trainer extensibility change, adding a reusable `_get_signature_columns` override point; `pull_request:43651` is a separate, narrower loss-scaling hook.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43663` is the better representative of the cluster because it introduces a general override method with clearer reusable intent, whereas `pull_request:43651` is a more specific behavior change tied to gradient accumulation loss normalization.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and same general Trainer area, but they fix different code paths: loss scaling vs. signature-column filtering. They could be merged independently and are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 25, + "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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "1542f4cb1e8b1d3c265aed1e65d265b75039e2276d3566db5076e465d9f3be6d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same CLI serve.py TypeAdapter import/annotation NameError in the same code path, with 43842 being the cleanest focused fix.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused and direct fix for the TypeAdapter NameError, with minimal changes and an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best represents the underlying bug: it directly fixes the missing-TypeAdapter runtime NameError in transformers CLI without broader refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both address the same import-time TypeAdapter NameError in src/transformers/cli/serve.py; 43656 uses future annotations while 43842 quotes the TypeAdapter annotation, but the underlying bug and code path are the same." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are fixes for the same TypeAdapter NameError in serve.py and share the same issue target; the wording and implementation differ, but they are plausibly alternate implementations of the same patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs modify src/transformers/cli/serve.py and are clearly aimed at the TypeAdapter NameError in the CLI serve path. The canonical PR choice is also reasonable because 43842 is the most narrowly scoped fix. The soft-edge accepts are plausible and conservative enough here, since the paired changes are alternative ways to address the same runtime annotation problem rather than unrelated edits." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 25, + "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": 25, + "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:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "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:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "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:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "5fe20ecdd27853370fd8924a80f2a051cca9ad78dc3aa73a5d1db8d891d92339", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate per-model output-tracing refactors, not one duplicate bug. A few pairs overlap on the same concrete model/file and look like near-duplicate PRs, but most items only share the broad standardized-tracing theme or the same tracking issue.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44066 is the clearest representative of the shared refactor theme: it has the explicit issue link, touches the core GPT-J/CodeGen output-tracing path, and is broader/more central than the other model-specific PRs.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44066 is the best single PR to anchor this cluster, but it should be treated as a representative of the refactor family rather than a true duplicate hub for the whole set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; same broad output-tracing theme is too generic to be a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT vs DeBERTa are unrelated model implementations; not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path/file, so they plausibly overlap as one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR overlap vs EfficientNet is only broad theme-sharing, not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated models; no shared code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor are different model implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated; same issue target is too broad to imply duplication." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor are different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate models; only the refactor pattern is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file/code path, so they look like overlapping PRs." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations and refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are distinct model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output-tracing refactor vs GPT-J/CodeGen refactor are unrelated." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet refactors affect different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same underlying code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR is not the same bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J refactors are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete model paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated; same refactor style is not enough." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different models; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are distinct code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models; only the refactor pattern is shared." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These both target the same GPT-J/CodeGen output-tracing refactor and share the concrete filenames." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to refactor the same GPT-J output-tracing code path, so they plausibly merge into one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the set as mostly separate per-model output-tracing refactors, while noting only the same-model/code-path overlaps as near-duplicates. The accepted soft pairs are supported by shared filenames and concrete code-path overlap, and the rejected pairs stay conservative by not treating broad theme or shared issue-target alone as duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "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": "2cbed681821466413e6468f538819f282d420ae4c32d6bce5360edd7de502512", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A loose cluster of unrelated model-specific PRs that all implement the same broad output-tracing refactor pattern, but each targets a different architecture and code path. They should remain separate triage items.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44073 is the clearest representative of the cluster: it explicitly wires standardized output capture into VisualBert with concrete `_can_record_outputs` targets and the expected decorator imports.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is a strong cluster exemplar because the change is self-contained, explicit, and representative of the output-tracing migration pattern without being overly narrow or test-only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different forward/code paths; not the same concrete bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but one is VisualBert and the other is TextNet with separate model internals and test coverage; they are related pattern-wise, not mergeable as one fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated architectures; despite similar decorator/capture-output refactors, these are distinct model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad migration theme, but MPNet and TextNet are different code paths and the PRs are not fixing one shared issue." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate models; these are parallel refactors, not the same underlying bug or a single mergeable PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different subsystems and different output semantics; they do not represent one concrete fix that could be merged together." + } + ] + }, + "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": 25, + "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-43998-13", + "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" + ], + "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" + ], + "prepared_review_unit_hash": "70b0c0e529cc33dc28ae6cef77fa3462aff9b7f50ecd2c71b41fb26e8e9a8ff7", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-specific refactors for output tracing/can_return_tuple support. They share a theme but not the same concrete bug or code path, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is the most substantial and implementation-heavy refactor, spans two related model files, and shows the shared output-capturing plumbing rather than just a thin decorator/import tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest global representative for this cluster\u2019s theme, with broader scope and clearer framework-level output-tracing changes than the single-model PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths; same refactor theme, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model implementations; no shared concrete bug or patch." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files; only the broad output-tracing theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model families and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model implementations; not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models with model-specific tracing changes, not a shared bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad subsystem only; distinct code paths and changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and outputs; not one concrete duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder/decoder wrappers; similar refactor pattern but not the same artifact." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model implementation, so not a duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; no shared code path or bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are tracing refactors, but they touch distinct models and mechanics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same model or fix; only superficial similarity in output handling." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different vision models with different refactor targets." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and implementations; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Same theme, but separate model-specific changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and code paths; not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models; no evidence of the same concrete bug or patch." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Only the tracing refactor theme overlaps; the underlying implementations differ." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Distinct model families and different output-tracing implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different codegen vs mamba paths; not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model code paths; no evidence they fix the same bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and behavior changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Only broad refactor similarity; not the same concrete code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model files; same pattern, but not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and output types; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated model implementations despite similar tracing cleanup." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate models; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct encoder-decoder wrapper vs recurrent model changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and semantics; only the refactor style matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate code paths and model types." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations, so not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "No shared concrete bug or change beyond generic tracing refactor." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and target code." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model types; same subsystem theme is too broad." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different implementations and outputs; not the same patch." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and distinct fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "60cb76f9f2155a02952612788318e74f9493b5b89ec1e9b8e6f5063f12c23379", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model additions for different families (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is limited to standard Transformers boilerplate and auto-mapping/docs registration, so none look like duplicates or mergeable into one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: these are distinct model implementations with different code paths, weights/conversion logic, and tests rather than multiple submissions of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest representative of the cluster because it is a non-draft, substantial model add with broad implementation, conversion, and test coverage, making it the most complete example of this kind of contribution.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and modalities: PenguinVL is a vision-language model implementation, while Voxtral is a TTS model. Shared auto-registration and docs files are generic boilerplate, not the same underlying bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are model-addition PRs, but for unrelated architectures and code paths (PenguinVL vs DeepSeek-OCR-2). The overlap is only framework plumbing like auto mappings and docs, which is not enough to treat them as duplicates." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are different model families with different implementation goals and files. Shared registration/docs changes are routine setup, not a single concrete fix 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": 17, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "bc3e445c13bdafe39c8e74a75c02ee9861b227abee649cb0b45593b356f814e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they are not duplicates: one adds a generic module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and example usage.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the more foundational change: it introduces the new module_fusion API and tests in a dedicated module, making it the core abstraction rather than a specific integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best canonical representative for the cluster because it defines the underlying fusion framework; PR 45363 is a narrower consumer/integration of that idea.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share a fusion theme, but 44979 is a generic module-fusion API while 45363 is a specific KernelConfig-driven n-to-1 kernel fusion integration touching different code paths. They are not the same concrete change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 25, + "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": "42ede16b5fbebef28b4527d7bfa852dccd5a38e79223892b32776dfb0641ccd6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a broader version of the same fix with tests.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "Prefer PR 45317 as canonical because it covers the same code-path fix as 45086 but also adds test coverage and appears to be the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster: it targets the exact bug, changes the same implementation path, and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex` on the same file and code path; the diffs are effectively the same fix, with 45317 adding tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 25, + "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": "ed92caac380598b518cc7e1e1f8b5c048b0f840d557a7f08f8e0e99bd5342304", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH-related PRs overlap on the same model family, but they are not duplicates: one is a focused inheritance/refactor PR, the other is a broader model-split PR adding dense/sparse variants, docs, auto-mapping, and tests.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH follow-up, covering the dense/sparse split plus documentation and integration changes rather than only inheritance/refactoring.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone PR for the cluster: it introduces the concrete model-package restructuring and user-facing/docs/test updates, whereas #45115 is a narrower refactor focused on conversion/model inheritance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related by model family and shared files, but the changes target different scopes: #45115 is a conversion/inheritance refactor, while #45569 is the broader dense/sparse NemotronH implementation and docs/test update. They do not look like the same concrete change that could be safely 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": 20, + "component_count": 25, + "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": "3b92fba44ab734f51b928211ade6f4f49db07c320305323d44dea762793a5aa2", + "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": "The two PRs are closely related pieces of the same heterogeneous-model feature, but they are not duplicates: one adds per-layer configuration plumbing, while the other adds model-side support that consumes that plumbing.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more end-to-end feature PR: it adds heterogeneous model/cache/masking support and consumes the per-layer config infrastructure rather than only defining it.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative artifact for the cluster because it covers the actual model-path behavior change, not just the config-layer scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete fix/change: 45333 adds heterogeneous config support, while 45332 adds model/cache/masking behavior that depends on that config. They could coexist as separate PRs and are not mergeable as one duplicate patch." + } + ] + }, + "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": 25, + "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": "1155104cd664d948a8f16a8109ff4ade9d9f77b1f5efa0d2918dcdc8d177b097", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related PRs, but they address different work: one is a broad repo-wide type-checking cleanup, while the other adds specific typing protocols/helpers for modeling-related code paths. The overlap is incidental, not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical PR because it introduces concrete typing infrastructure and targeted annotations for specific code paths, rather than a broad mechanical typing sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest representative of the cluster because it has a focused, substantive change set tied to actual typing abstractions in the codebase; PR 45415 is more of a general type-checking enablement pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: 45415 is a broad type-checking cleanup across many files, while 45425 adds specific typing protocols and annotations for modeling/PEFT utilities. They share files and the general typing theme, but not the same concrete bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 25, + "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": "3a99bf9ee3d7285e8fe1e489a3db7ac0123521474bada7868002397964075a16", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern expert-parallel loading in Transformers, but they fix different failure modes: one preserves distributed config/EP detection during loading, while the other prevents expert weights from being overwritten by rank-0 broadcast in a different distributed path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete and self-contained bug fix: it targets a specific overwrite problem in the FSDP2/EP load path and includes code changes in the loading/sharding flow.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster because it describes a clear code-path defect, has a focused fix, and is more likely to represent the primary distributed-loading issue than #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related by EP/distributed loading, but not the same bug. #45548 fixes serialization/config handling for EP + DeepSpeed ZeRO-3 loading via accelerate launch; #45662 fixes expert parameters being overwritten by rank-0 broadcast in FSDP2. Different code paths and different failure modes." + } + ] + }, + "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": 25, + "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": "1c9a80e00121fc284608b3e330f5ac09124adc884859d2474153873a3c6cb92d", + "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-related captured_info logging problem in `testing_utils.py`; PR 45645 is the broader, more complete fix and subsumes the narrower change in 45639.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core `testing_utils.py` xdist-safe output change from 45639 and also updates CI log collection to handle multiple `captured_info*.txt` files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall PR for this cluster because it addresses the same concrete artifact-collision bug and also preserves CI debug log collection, whereas 45639 only covers the helper-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying xdist collision in captured_info handling and share the same helper/test files; 45645 clearly extends the narrower 45639 fix 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": 24, + "component_count": 25, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 25, + "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 + } + ] +} diff --git a/snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/manifest.json b/snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..79daa86071d2336249c9a97334457c79780148c8 --- /dev/null +++ b/snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260518t180026z", + "artifacts": { + "hybrid": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-18T18:10:45Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260518T180026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260518T180026Z/manifest.json b/snapshots/20260518T180026Z/manifest.json index 9a44ba8a2b8c71bfa13cd9157895f5899b4ae11a..e36932a43eb15ad4acdd68101567f67d7cb088c5 100644 --- a/snapshots/20260518T180026Z/manifest.json +++ b/snapshots/20260518T180026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1582 }, "extracted_at": "2026-05-18T18:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260518t180026z", + "runs": { + "hybrid-model-20260518t180026z": { + "analysis_id": "hybrid-model-20260518t180026z", + "artifacts": { + "hybrid": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/manifest.json", + "model": null, + "published_at": "2026-05-18T18:10:45Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260518T180026Z", "watermark": {